{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "5bbaaf6a-ad53-42fc-a79a-066adb72b28e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化Lib\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as fm\n",
    "# 数据分析Lib\n",
    "import pandas as pd\n",
    "# 图表Lib\n",
    "import seaborn as sns\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "# 科学计算Lib\n",
    "import numpy as np\n",
    "# 科学计算Lib\n",
    "from scipy.optimize import minimize, differential_evolution\n",
    "# 遗传算法Lib\n",
    "from deap import base, creator, tools, algorithms\n",
    "# 原生Lib\n",
    "import random"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7ad89f7-cdd1-46bb-a75c-ae84b04ee33d",
   "metadata": {},
   "source": [
    "#### 数据加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "891959a6-a339-4979-804a-5c9ab8363b3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_sheet_names(file_path):\n",
    "    # 打开Excel文件，不加载任何数据\n",
    "    excel_file_pointer = pd.ExcelFile(file_path)\n",
    "    # 打印所有工作表的名称\n",
    "    print(excel_file_pointer.sheet_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "51dc49cb-a3e7-4ae7-bd6d-689d4ce43102",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_and_prepare_data() -> 'pandas.DataFrame':\n",
    "    file_path = '附件一（训练集）.xlsx'\n",
    "    # Sheets dict\n",
    "    materials = {}\n",
    "    # Focus 这里硬编码了所有的Sheets名称 frrom 附件一（训练集）.xlsx\n",
    "    for i in range(1, 5):\n",
    "        sheet_name = f'材料{i}' \n",
    "        materials[i] = pd.read_excel(file_path, sheet_name=sheet_name)\n",
    "        # 重命名行和列\n",
    "        # materials[i].columns = ['温度', '频率', '磁芯损耗', '励磁波形'] + ['磁通密度{}'.format(j) for j in range(1, 1025)]\n",
    "        materials[i]['材料类型'] = f'材料{i}'\n",
    "    \n",
    "    # 将所有材料的数据合并为一个DataFrame\n",
    "    data = pd.concat(materials.values(), ignore_index=True)\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6c5af86d-872d-409e-b642-0f85779778a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "file_path = '附件一（训练集）.xlsx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e8bcecaa-3197-4a46-8e0e-be0909de419f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['材料1', '材料2', '材料3', '材料4']\n"
     ]
    }
   ],
   "source": [
    "check_sheet_names(file_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "678983e8-50ee-43d3-8038-5bf6b112e888",
   "metadata": {},
   "outputs": [],
   "source": [
    "all_materials_data = load_and_prepare_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "dbe38f00-7702-45fa-ae0f-624f241af1b9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "存在'材料类型'这一列\n"
     ]
    }
   ],
   "source": [
    "# Check all column name\n",
    "all_materials_data.columns.tolist()\n",
    "'''\n",
    "['温度，oC',\n",
    " '频率，Hz',\n",
    " '磁芯损耗，w/m3',\n",
    " '励磁波形',\n",
    " '0（磁通密度B，T）',\n",
    "'''\n",
    "if '材料类型' in all_materials_data.columns:\n",
    "    print(\"存在'材料类型'这一列\")\n",
    "else:\n",
    "    print(\"不存在'材料类型'这一列\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a339d2c0-2538-4f58-9f38-84569bbcf13b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将励磁波形从文本转为数字编码\n",
    "waveform_mapping = {'正弦波': 0, '三角波': 1, '梯形波': 2}\n",
    "all_materials_data['励磁波形'] = all_materials_data['励磁波形'].map(waveform_mapping)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d8b87e0e-025e-4228-89cb-f9611abbeb77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>温度，oC</th>\n",
       "      <th>频率，Hz</th>\n",
       "      <th>磁芯损耗，w/m3</th>\n",
       "      <th>励磁波形</th>\n",
       "      <th>0（磁通密度B，T）</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>...</th>\n",
       "      <th>1016</th>\n",
       "      <th>1017</th>\n",
       "      <th>1018</th>\n",
       "      <th>1019</th>\n",
       "      <th>1020</th>\n",
       "      <th>1021</th>\n",
       "      <th>1022</th>\n",
       "      <th>1023</th>\n",
       "      <th>材料类型</th>\n",
       "      <th>0（磁通密度，T）</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>50030</td>\n",
       "      <td>1997.95525</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.000566</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.000919</td>\n",
       "      <td>0.001096</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001198</td>\n",
       "      <td>-0.001022</td>\n",
       "      <td>-0.000846</td>\n",
       "      <td>-0.000669</td>\n",
       "      <td>-0.000492</td>\n",
       "      <td>-0.000316</td>\n",
       "      <td>-0.000140</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>材料1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25</td>\n",
       "      <td>50020</td>\n",
       "      <td>2427.74983</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.000551</td>\n",
       "      <td>-0.000358</td>\n",
       "      <td>-0.000165</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002091</td>\n",
       "      <td>-0.001899</td>\n",
       "      <td>-0.001707</td>\n",
       "      <td>-0.001515</td>\n",
       "      <td>-0.001322</td>\n",
       "      <td>-0.001129</td>\n",
       "      <td>-0.000937</td>\n",
       "      <td>-0.000744</td>\n",
       "      <td>材料1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 1030 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   温度，oC  频率，Hz   磁芯损耗，w/m3  励磁波形  0（磁通密度B，T）         1         2         3  \\\n",
       "0     25  50030  1997.95525     0    0.000213  0.000389  0.000566  0.000743   \n",
       "1     25  50020  2427.74983     0   -0.000551 -0.000358 -0.000165  0.000028   \n",
       "\n",
       "          4         5  ...      1016      1017      1018      1019      1020  \\\n",
       "0  0.000919  0.001096  ... -0.001198 -0.001022 -0.000846 -0.000669 -0.000492   \n",
       "1  0.000221  0.000413  ... -0.002091 -0.001899 -0.001707 -0.001515 -0.001322   \n",
       "\n",
       "       1021      1022      1023  材料类型  0（磁通密度，T）  \n",
       "0 -0.000316 -0.000140  0.000036   材料1        NaN  \n",
       "1 -0.001129 -0.000937 -0.000744   材料1        NaN  \n",
       "\n",
       "[2 rows x 1030 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# simple check content\n",
    "all_materials_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "65ab1b59-d76c-488c-97ef-a3312af8ad3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 12400 entries, 0 to 12399\n",
      "Columns: 1030 entries, 温度，oC to 0（磁通密度，T）\n",
      "dtypes: float64(1026), int64(3), object(1)\n",
      "memory usage: 97.4+ MB\n"
     ]
    }
   ],
   "source": [
    "# dataset basic info\n",
    "all_materials_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c2036bb-2a32-4c43-8e61-17fdec2dbd85",
   "metadata": {},
   "source": [
    "# 数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "78ca8e5d-d42f-45de-8b0a-e2e6691c8377",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置字体路径，注意这里使用你系统中 Noto Sans CJK SC 的实际路径\n",
    "font_path = '/usr/share/fonts/opentype/noto/NotoSansCJK-Regular.ttc'\n",
    "# 加载字体并设置\n",
    "prop = fm.FontProperties(fname=font_path)\n",
    "plt.rcParams['font.family'] = prop.get_name()\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7401fe78-8ca7-4776-bbee-53dbadf84b73",
   "metadata": {},
   "source": [
    "## 温度和磁芯损失的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d66eb384-0607-4ad2-bfb3-24ae8d35c558",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_temperature_material_interaction_boxplot(data : 'pandas.DataFrame'):\n",
    "    \"\"\"\n",
    "    Plot the impact of temperature and material type on core loss using boxplot and violinplot.\n",
    "    \"\"\"\n",
    "    # Boxplot for temperature and material type's impact\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.boxplot(x='温度，oC', y='磁芯损耗，w/m3', hue='材料类型', data=data)\n",
    "    plt.title('Core Loss Variation with Temperature and Material Type (Boxplot)')\n",
    "    plt.xlabel('Temperature (°C)')\n",
    "    plt.ylabel('Core Loss (W/m³)')\n",
    "    plt.legend(title='Material Type')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "968600bd-19da-4dc5-af47-acaa3f9bf16b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_temperature_material_interaction_boxplot(all_materials_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf8840bd-0a80-4f2a-b8ce-c3eb8225c05b",
   "metadata": {},
   "source": [
    "About 箱线图 的结果\n",
    "箱形图在比较不同组别间的数据分布时发挥作用,这种连续变量的分布有助于后期的参数假设检验以及方法分析.\n",
    "我们可以观察到材料从1到4以温度为横轴所观察到的四分位数,损耗从1开始,所有的箱体都没有下半部分,这意味着中位值就是0.\n",
    "这里的数据集中分布在箱体上方,盒子和箱须越长,分布的方差就越大.箱须的总长度代表数据的范围."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "68245d05-41fd-4d86-bbf5-8f2e30275347",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_temperature_material_interaction_violinplot(data):\n",
    "    \"\"\"\n",
    "    Plot the impact of temperature and material type on core loss using boxplot and violinplot.\n",
    "    \"\"\"\n",
    "    # Boxplot for temperature and material type's impact\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.violinplot(x='温度，oC', y='磁芯损耗，w/m3', hue='材料类型', data=data)\n",
    "    plt.title('Core Loss Variation with Temperature and Material Type (Boxplot)')\n",
    "    plt.xlabel('Temperature (°C)')\n",
    "    plt.ylabel('Core Loss (W/m³)')\n",
    "    plt.legend(title='Material Type')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f6af1441-c65a-421c-a454-d7d368bfeb67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_temperature_material_interaction_violinplot(all_materials_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a493828-b1ee-46a2-9f8e-3d5cb4f9a2b3",
   "metadata": {},
   "source": [
    "## 温度和磁芯损失的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "bf8f4dab-0424-44b7-87e1-bd8a553797f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>温度，oC</th>\n",
       "      <th>频率，Hz</th>\n",
       "      <th>磁芯损耗，w/m3</th>\n",
       "      <th>励磁波形</th>\n",
       "      <th>0（磁通密度B，T）</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>...</th>\n",
       "      <th>1016</th>\n",
       "      <th>1017</th>\n",
       "      <th>1018</th>\n",
       "      <th>1019</th>\n",
       "      <th>1020</th>\n",
       "      <th>1021</th>\n",
       "      <th>1022</th>\n",
       "      <th>1023</th>\n",
       "      <th>材料类型</th>\n",
       "      <th>0（磁通密度，T）</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>25</td>\n",
       "      <td>50030</td>\n",
       "      <td>1997.95525</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000213</td>\n",
       "      <td>0.000389</td>\n",
       "      <td>0.000566</td>\n",
       "      <td>0.000743</td>\n",
       "      <td>0.000919</td>\n",
       "      <td>0.001096</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001198</td>\n",
       "      <td>-0.001022</td>\n",
       "      <td>-0.000846</td>\n",
       "      <td>-0.000669</td>\n",
       "      <td>-0.000492</td>\n",
       "      <td>-0.000316</td>\n",
       "      <td>-0.000140</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>材料1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>25</td>\n",
       "      <td>50020</td>\n",
       "      <td>2427.74983</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.000551</td>\n",
       "      <td>-0.000358</td>\n",
       "      <td>-0.000165</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000221</td>\n",
       "      <td>0.000413</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002091</td>\n",
       "      <td>-0.001899</td>\n",
       "      <td>-0.001707</td>\n",
       "      <td>-0.001515</td>\n",
       "      <td>-0.001322</td>\n",
       "      <td>-0.001129</td>\n",
       "      <td>-0.000937</td>\n",
       "      <td>-0.000744</td>\n",
       "      <td>材料1</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 1030 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   温度，oC  频率，Hz   磁芯损耗，w/m3  励磁波形  0（磁通密度B，T）         1         2         3  \\\n",
       "0     25  50030  1997.95525     0    0.000213  0.000389  0.000566  0.000743   \n",
       "1     25  50020  2427.74983     0   -0.000551 -0.000358 -0.000165  0.000028   \n",
       "\n",
       "          4         5  ...      1016      1017      1018      1019      1020  \\\n",
       "0  0.000919  0.001096  ... -0.001198 -0.001022 -0.000846 -0.000669 -0.000492   \n",
       "1  0.000221  0.000413  ... -0.002091 -0.001899 -0.001707 -0.001515 -0.001322   \n",
       "\n",
       "       1021      1022      1023  材料类型  0（磁通密度，T）  \n",
       "0 -0.000316 -0.000140  0.000036   材料1        NaN  \n",
       "1 -0.001129 -0.000937 -0.000744   材料1        NaN  \n",
       "\n",
       "[2 rows x 1030 columns]"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_materials_data.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "762bb0db-3b38-43cb-8eb2-109e43b27cec",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_material_excitation_interaction_lineplot(data):\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.lineplot(x='温度，oC', y='磁芯损耗，w/m3', hue='材料类型', data=data, marker='o')\n",
    "    plt.title('磁芯损耗随温度和材料类型的变化')\n",
    "    plt.xlabel('温度 (°C)')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='材料类型')\n",
    "    plt.grid(True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "aaeb003f-40e9-48a3-b976-0d3d464d30a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/science39/lib/python3.9/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/opt/anaconda3/envs/science39/lib/python3.9/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_material_excitation_interaction_lineplot(all_materials_data)\n",
    "# 似乎有一些无穷大的数值混在了里面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "80acc669-1379-441c-a14c-eb3aa8772773",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_material_excitation_interactions_barplot(data):\n",
    "    # 磁芯损耗随材料类型和励磁波形的变化\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.barplot(x='材料类型', y='磁芯损耗，w/m3', hue='励磁波形', data=data)\n",
    "    plt.title('磁芯损耗随材料类型和励磁波形的变化')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='励磁波形')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "c793deec-bcbf-48a8-82ff-a71a817420a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_material_excitation_interactions_barplot(all_materials_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "1cfce2c2-3e8b-4aa8-85c6-4f2ba4265023",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_material_excitation_interaction_boxplot(data):\n",
    "    # 材料类型和励磁波形的影响\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.boxplot(x='材料类型', y='磁芯损耗，w/m3', hue='励磁波形', data=data)\n",
    "    plt.title('磁芯损耗随材料类型和励磁波形的变化（箱形图）')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='励磁波形')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "0074bab2-01b4-4c7e-8cec-25b192b9e731",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_material_excitation_interaction_boxplot(all_materials_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "3a2cb1db-295b-4d0a-a1e8-b8292894f565",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_material_excitation_interaction_violinplot(data):\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.violinplot(x='材料类型', y='磁芯损耗，w/m3', hue='励磁波形', data=data, split=True)\n",
    "    plt.title('磁芯损耗随材料类型和励磁波形的变化（小提琴图）')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='励磁波形')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "ccb5491a-4680-4977-a548-94eabec66134",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_material_excitation_interaction_violinplot(all_materials_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b425506a-c82c-480d-9571-a1684237741f",
   "metadata": {},
   "source": [
    "# 优化"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad2c157f-ed9d-4557-ac70-c5f80d90c177",
   "metadata": {},
   "source": [
    "#### 损失函数定义"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42e3154b-6b16-4281-abbe-62a5bc15c11d",
   "metadata": {},
   "source": [
    "我们从给定的参数(温度,励磁波形.材料编号)从数据框中查找平均磁芯损耗.如果找不到匹配的条件则返回无穷大。\n",
    "\n",
    "我们使用$L(x)$表示损耗函数, $x = (x_0, x_1, x_2)$ 是它的输入,其中$x_0$是温度, $x_1$ 是励磁波形,$x_2$是材料编号.我们的优化问题目标是 $\\min_{x} L(x)$ ,并且我们约定$\\text{s.t. } x_0 \\in [25, 90], \\; x_1 \\in \\{0, 1, 2\\}, \\; x_2 \\in \\{0, 1, 2, 3\\}$ .\n",
    "\n",
    "这里的  $\\min$ 表示我们寻找 $x$ 的值,使得  $L(x)$  达到最小."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9500a18a-4eba-43d2-9521-eab4b883cd17",
   "metadata": {},
   "source": [
    "#### 优化方案: SLSQP 序列二次规划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "fd7a6fc1-b5f9-4220-b889-85fc564e551e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 损耗函数\n",
    "def SLSQP_loss_function(x, df):\n",
    "    # x[0] - 温度, x[1] - 励磁波形, x[2] - 材料编号\n",
    "    filtered_df = df[(df['温度，oC'] == x[0]) & (df['励磁波形'] == int(x[1])) & (df['材料类型'] == f'材料{int(x[2])+1}')]\n",
    "    if not filtered_df.empty:\n",
    "        return filtered_df['磁芯损耗，w/m3'].mean()\n",
    "    return np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "47eef2ee-0275-44c6-af56-cade9dfe324f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 优化函数\n",
    "def SLSQP_optimize_loss(df):\n",
    "    x0 = [50, 1, 2]  # 随机初始化 我们选择50摄氏度 三角波类型 材料2\n",
    "    bnds = ((25, 90), (0, 2), (0, 3))  # 温度范围, 励磁波形编码, 材料编号\n",
    "    result = minimize(SLSQP_loss_function, x0, args=(df,), method='SLSQP', bounds=bnds)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "7a5ab1d6-6eff-4e8c-80fc-e3e7f673bd28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最佳参数: [50.  1.  2.]\n",
      "最低磁芯损耗: 336952.4822085814\n"
     ]
    }
   ],
   "source": [
    "SLSQP_result = SLSQP_optimize_loss(all_materials_data)\n",
    "print(\"最佳参数:\", SLSQP_result.x)\n",
    "print(\"最低磁芯损耗:\", SLSQP_result.fun)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb1d3b6d-6ec0-429a-b907-89b3a6ea1474",
   "metadata": {},
   "source": [
    "Focus: 此处我们发现优化的结果总是从初始化的点开始的,这是一种异常现象,经过研究我们发现:我们的损失函数是离散的查找值,这将导致SLSQP这种基于梯度的优化方法失效,而这种方案依赖的损耗函数的梯度信息是不能通过查表取得的.(尽管我们可以通过插值解决这个问题,但是受限于时间,我们无法寻找到合适的插值方案)\n",
    "\n",
    "另一种解释:根据刚才的箱线图,我猜测梯度的不明显导致SLSQP这种局部最优算法误以为已经是最优解.\n",
    "\n",
    "并且,很遗憾,在这里我们并不知道最佳结果,所以我们保守的使用以下两个办法进行检验."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "84cae393-aa65-4bad-80b0-c620280ab15e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相对于初始点的改善百分比: -152.39%\n"
     ]
    }
   ],
   "source": [
    "# 原点基准测试\n",
    "base_line = [25, 0, 0]\n",
    "initial_loss = SLSQP_loss_function(base_line, all_materials_data)\n",
    "improvement_percentage = ((initial_loss - SLSQP_result.fun) / initial_loss) * 100\n",
    "print(f\"相对于初始点的改善百分比: {improvement_percentage:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "4eee92ff-753d-425d-98d5-298f1506eb23",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相对于平均损耗的改善百分比: -69.34%\n"
     ]
    }
   ],
   "source": [
    "# 平均值测试\n",
    "# 我们将和平均损耗进行对比我们的最优点\n",
    "average_loss = all_materials_data['磁芯损耗，w/m3'].mean()\n",
    "\n",
    "improvement_percentage = ((average_loss - SLSQP_result.fun) / average_loss) * 100\n",
    "print(f\"相对于平均损耗的改善百分比: {improvement_percentage:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e04c0081-3e63-489b-88c8-3a7dc1af03bc",
   "metadata": {},
   "source": [
    "#### 优化方案: differential_evolution 差分进化算法\n",
    "我们采取这个方案是为了保持对离散数据的有效支持"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "d587c40c-0fe7-45bf-9ac3-59ede6de2c9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 损耗函数\n",
    "def DE_loss_function(x, df):\n",
    "    # x[0] - 温度, x[1] - 励磁波形, x[2] - 材料编号\n",
    "    filtered_df = df[(df['温度，oC'] == round(x[0])) & (df['励磁波形'] == int(round(x[1]))) & (df['材料类型'] == f'材料{int(round(x[2])+1)}')]\n",
    "    if not filtered_df.empty:\n",
    "        return filtered_df['磁芯损耗，w/m3'].mean()\n",
    "    return np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "1b0e274a-03b8-4d28-a9db-4fd700873221",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 差分进化\n",
    "def DE_optimize_loss(df):\n",
    "    bnds = [(25, 90), (0, 2), (0, 3)]  # 温度范围, 励磁波形编码, 材料编号\n",
    "    result = differential_evolution(DE_loss_function, bnds, args=(df,), strategy='best1bin', maxiter=1000, popsize=15, tol=1e-6)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "90de1df7-971d-4cbd-90cc-44dd265e572f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最佳参数: [89.9073125   0.16893021  2.9374901 ]\n",
      "最低磁芯损耗: 37860.12654050324\n"
     ]
    }
   ],
   "source": [
    "# 运行优化\n",
    "DE_result = DE_optimize_loss(all_materials_data)\n",
    "print(\"最佳参数:\", DE_result.x)\n",
    "print(\"最低磁芯损耗:\", DE_result.fun)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "2aa0b9c9-d337-45f9-b6fb-7bbe9fa6c590",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相对于初始点的改善百分比: 71.64%\n"
     ]
    }
   ],
   "source": [
    "# 原点基准测试\n",
    "'''\n",
    "Be aware the bounds\n",
    "# x[0] - 温度, x[1] - 励磁波形, x[2] - 材料编号\n",
    "# bnds = [(25, 90), (0, 2), (0, 3)]  # 温度范围, 励磁波形编码, 材料编号\n",
    "'''\n",
    "base_line = [25, 0, 0] \n",
    "initial_loss = DE_loss_function(base_line, all_materials_data)\n",
    "improvement_percentage = ((initial_loss - DE_result.fun) / initial_loss) * 100\n",
    "print(f\"相对于初始点的改善百分比: {improvement_percentage:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "5290bbc9-794e-46bd-a4db-1ced414ac2d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相对于平均损耗的改善百分比: 80.97%\n"
     ]
    }
   ],
   "source": [
    "average_loss = all_materials_data['磁芯损耗，w/m3'].mean()\n",
    "\n",
    "improvement_percentage = ((average_loss - DE_result.fun) / average_loss) * 100\n",
    "print(f\"相对于平均损耗的改善百分比: {improvement_percentage:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "021793ad-47a7-4e20-97eb-5cf4f7f2f035",
   "metadata": {},
   "source": [
    "#### 优化方案: 遗传算法"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "627cc2d1-8524-49bf-b0cd-2768348ba023",
   "metadata": {},
   "source": [
    "请注意,温度的是离散的."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "id": "cdf07b46-8231-4918-880d-60f35ceceb44",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(individual, df):\n",
    "    # 将基因解码回对应的参数\n",
    "    temperature = 25 + individual[0] * 65  # 25-90°C\n",
    "    waveform = individual[1]\n",
    "    material_index = individual[2]\n",
    "\n",
    "    # 放宽温度匹配条件，允许温度在 ±25°C 内浮动\n",
    "    temperature_tolerance = 25\n",
    "    filtered_df = df[\n",
    "        (df['温度，oC'].between(temperature - temperature_tolerance, temperature + temperature_tolerance)) &\n",
    "        (df['励磁波形'] == waveform) &\n",
    "        (df['材料类型'] == f'材料{material_index + 1}')\n",
    "    ]\n",
    "\n",
    "    # 找到符合要求的组合后返回平均损耗值\n",
    "    if not filtered_df.empty:\n",
    "        return (filtered_df['磁芯损耗，w/m3'].mean(),)\n",
    "    \n",
    "    # 找不到数据返回大损耗值,这个值我可以设计的不大\n",
    "    return (1e5,)  \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "id": "7244eac0-0a21-4657-9830-9933505a9d07",
   "metadata": {},
   "outputs": [],
   "source": [
    "def optimize_ga(df) :\n",
    "    '''\n",
    "        hof[0] the best Gene\n",
    "        log Each genernation changes\n",
    "    '''\n",
    "    # 我们生成100个种群,现在尝试300个\n",
    "    population = toolbox.population(n=300)\n",
    "    hof = tools.HallOfFame(1)\n",
    "    stats = tools.Statistics(lambda ind: ind.fitness.values)\n",
    "    stats.register(\"avg\", np.mean)\n",
    "    stats.register(\"min\", np.min)\n",
    "    stats.register(\"max\", np.max)\n",
    "    pop, log = algorithms.eaSimple(population, toolbox, cxpb=0.5, mutpb=0.1, ngen=100, stats=stats, halloffame=hof, verbose=True)\n",
    "    return hof[0], log"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b96f21f-8a6e-4101-a6d7-b0ff51efd84b",
   "metadata": {},
   "source": [
    "##### 遗传算法 Config"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "id": "7473252a-3c62-4793-8e20-8d886d99053a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/science39/lib/python3.9/site-packages/deap/creator.py:185: RuntimeWarning: A class named 'FitnessMin' has already been created and it will be overwritten. Consider deleting previous creation of that class or rename it.\n",
      "  warnings.warn(\"A class named '{0}' has already been created and it \"\n",
      "/opt/anaconda3/envs/science39/lib/python3.9/site-packages/deap/creator.py:185: RuntimeWarning: A class named 'Individual' has already been created and it will be overwritten. Consider deleting previous creation of that class or rename it.\n",
      "  warnings.warn(\"A class named '{0}' has already been created and it \"\n"
     ]
    }
   ],
   "source": [
    "# 问题定义为优化问题中的最小化问题\n",
    "creator.create(\"FitnessMin\", base.Fitness, weights=(-1.0,)) \n",
    "# 形如 [温度编码, 波形编码, 材料编码] 的列表,用以分配 Fitness 程度\n",
    "creator.create(\"Individual\", list, fitness=creator.FitnessMin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "id": "509be403-6a89-47dd-abc2-563bc8300850",
   "metadata": {},
   "outputs": [],
   "source": [
    "toolbox = base.Toolbox()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "id": "40f1f64d-1067-4c27-969f-0711707fa1df",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对温度这个特征的编码 \n",
    "toolbox.register(\"attr_temp\", random.uniform, 25, 90)  # 温度为连续的25-90度\n",
    "# 同上,励磁波形编码\n",
    "toolbox.register(\"attr_wave\", random.uniform, 0, 2)    # 波形为连续的编码\n",
    "# 同上,材料编码\n",
    "toolbox.register(\"attr_mat\", random.randint, 1, 4)     # 材料依旧可以使用整数编码\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "id": "cdfd2879-65cf-4e36-b1c0-c47642779d90",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 个体生成方法声明 解释:所谓的基因即 [温度编码, 波形编码, 材料编码] 需要组合成个体\n",
    "'''\n",
    "Focus: 初始种群随机生成\n",
    "如果有大量初始无效解 探索会迅速收敛在无效解所以有导致局部停滞\n",
    "'''\n",
    "toolbox.register(\"individual\", tools.initCycle, creator.Individual, (toolbox.attr_temp, toolbox.attr_wave, toolbox.attr_mat), n=1)\n",
    "# 群体生成方法声明 解释:多个个体的生成方法,initRepeat函数会重复生成多个个体\n",
    "toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n",
    "# 评估函数注册: 评估函数会计算每个个体对应的损耗值\n",
    "'''\n",
    "Focus: 返回 np.inf 表示个体无效\n",
    "遗传算法在这种情况下会快速淘汰个体 而下一代生成的新个体可能找不到有效数据\n",
    "'''\n",
    "toolbox.register(\"evaluate\", evaluate, df=all_materials_data)\n",
    "# 基因交叉方法: cxTwoPoint 表示使用两点交叉法来混合两个个体的基因\n",
    "toolbox.register(\"mate\", tools.cxTwoPoint)\n",
    "# 变异操作 mutUniformInt 均匀整数变异 个体基因中的每一位以 0.2 的概率发生随机变化 变化范围受限于各个基因的上下界\n",
    "toolbox.register(\"mutate\", tools.mutUniformInt, low=[0, 0, 0], up=[3, 2, 3], indpb=0.2)\n",
    "# 锦标赛机制 用来选择和淘汰 \n",
    "toolbox.register(\"select\", tools.selTournament, tournsize=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 178,
   "id": "06fe6132-8089-40c3-b9cd-c355c152d4b7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gen\tnevals\tavg   \tmin   \tmax   \n",
      "0  \t300   \t100000\t100000\t100000\n",
      "1  \t169   \t100000\t100000\t100000\n",
      "2  \t170   \t100000\t100000\t100000\n",
      "3  \t152   \t100000\t100000\t100000\n",
      "4  \t158   \t100244\t100000\t173340\n",
      "5  \t145   \t100000\t100000\t100000\n",
      "6  \t161   \t100544\t100000\t253426\n",
      "7  \t163   \t100770\t100000\t330970\n",
      "8  \t167   \t100032\t100000\t109653\n",
      "9  \t173   \t100659\t39161.1\t363077\n",
      "10 \t165   \t99501.8\t39161.1\t100000\n",
      "11 \t191   \t100056 \t39161.1\t308944\n",
      "12 \t156   \t98415.4\t39161.1\t253426\n",
      "13 \t168   \t95534.5\t39161.1\t109653\n",
      "14 \t162   \t93302.3\t39161.1\t363077\n",
      "15 \t179   \t84119.7\t39161.1\t296455\n",
      "16 \t169   \t68066.4\t39161.1\t300622\n",
      "17 \t159   \t48253.3\t39161.1\t300622\n",
      "18 \t165   \t41048  \t39161.1\t109653\n",
      "19 \t153   \t41558.9\t39161.1\t300622\n",
      "20 \t174   \t41046.3\t39161.1\t116844\n",
      "21 \t173   \t42107.1\t39161.1\t166085\n",
      "22 \t156   \t41477.9\t39161.1\t173340\n",
      "23 \t170   \t41156  \t39161.1\t138519\n",
      "24 \t172   \t41092.2\t39161.1\t138519\n",
      "25 \t139   \t41360.3\t39161.1\t386346\n",
      "26 \t163   \t41276.4\t39161.1\t257225\n",
      "27 \t182   \t42954  \t39161.1\t296455\n",
      "28 \t179   \t40802.1\t39161.1\t109653\n",
      "29 \t171   \t41182.1\t39161.1\t296455\n",
      "30 \t149   \t42313.8\t39161.1\t138519\n",
      "31 \t157   \t41860.1\t39161.1\t253426\n",
      "32 \t161   \t43097  \t39161.1\t296455\n",
      "33 \t166   \t40566.8\t39161.1\t138519\n",
      "34 \t171   \t42016.2\t39161.1\t138519\n",
      "35 \t160   \t41837.8\t39161.1\t173340\n",
      "36 \t150   \t40044.9\t39161.1\t109653\n",
      "37 \t169   \t42652.5\t39161.1\t166085\n",
      "38 \t165   \t42540.1\t39161.1\t300622\n",
      "39 \t176   \t42045  \t39161.1\t253426\n",
      "40 \t158   \t41695.4\t39161.1\t166085\n",
      "41 \t172   \t40961.5\t39161.1\t166085\n",
      "42 \t170   \t43408.6\t39161.1\t296455\n",
      "43 \t163   \t42529.5\t39161.1\t363077\n",
      "44 \t168   \t40531.7\t39161.1\t138519\n",
      "45 \t167   \t42865.8\t39161.1\t296455\n",
      "46 \t208   \t40591.6\t39161.1\t138519\n",
      "47 \t176   \t41789.8\t39161.1\t199444\n",
      "48 \t175   \t42585.7\t39161.1\t253426\n",
      "49 \t151   \t41352.8\t39161.1\t138519\n",
      "50 \t154   \t42574.8\t39161.1\t173340\n",
      "51 \t165   \t42002.3\t39161.1\t253426\n",
      "52 \t157   \t42318.6\t39161.1\t300622\n",
      "53 \t177   \t42230.5\t39161.1\t308944\n",
      "54 \t179   \t43644  \t39161.1\t363077\n",
      "55 \t159   \t41264.7\t39161.1\t138519\n",
      "56 \t171   \t41145.9\t39161.1\t138519\n",
      "57 \t164   \t41144.2\t39161.1\t138519\n",
      "58 \t159   \t41784  \t39161.1\t138519\n",
      "59 \t170   \t41766.9\t39161.1\t138519\n",
      "60 \t161   \t42711.1\t39161.1\t138519\n",
      "61 \t153   \t41788.7\t39161.1\t296455\n",
      "62 \t168   \t41151.7\t39161.1\t138519\n",
      "63 \t162   \t41492.8\t39161.1\t173340\n",
      "64 \t158   \t41411.8\t39161.1\t138519\n",
      "65 \t144   \t40771.9\t39161.1\t138519\n",
      "66 \t177   \t41707.2\t39161.1\t138519\n",
      "67 \t178   \t41170.1\t39161.1\t253426\n",
      "68 \t170   \t41624.8\t39161.1\t199444\n",
      "69 \t180   \t42684.4\t39161.1\t296455\n",
      "70 \t172   \t41493.4\t39161.1\t199444\n",
      "71 \t159   \t41429.1\t39161.1\t138519\n",
      "72 \t186   \t42148.3\t39161.1\t296455\n",
      "73 \t164   \t42541  \t39161.1\t308944\n",
      "74 \t162   \t40558.9\t39161.1\t138519\n",
      "75 \t176   \t43269.1\t39161.1\t300622\n",
      "76 \t171   \t42162.6\t39161.1\t138519\n",
      "77 \t174   \t42370.4\t39161.1\t138519\n",
      "78 \t202   \t42413.2\t39161.1\t296455\n",
      "79 \t180   \t45164.3\t39161.1\t300622\n",
      "80 \t155   \t40736.8\t39161.1\t138519\n",
      "81 \t175   \t40552.1\t39161.1\t138519\n",
      "82 \t156   \t42101  \t39161.1\t296455\n",
      "83 \t148   \t42172.3\t39161.1\t308944\n",
      "84 \t173   \t41419.6\t39161.1\t199444\n",
      "85 \t178   \t40690.2\t39161.1\t138519\n",
      "86 \t175   \t40531.7\t39161.1\t138519\n",
      "87 \t160   \t41775.7\t39161.1\t138519\n",
      "88 \t160   \t40461.7\t39161.1\t138519\n",
      "89 \t162   \t40650.4\t39161.1\t109653\n",
      "90 \t186   \t40554.4\t39161.1\t138519\n",
      "91 \t151   \t40495.8\t39161.1\t138519\n",
      "92 \t158   \t41237.8\t39161.1\t109653\n",
      "93 \t182   \t41656.5\t39161.1\t109653\n",
      "94 \t168   \t41437  \t39161.1\t143631\n",
      "95 \t166   \t40821.9\t39161.1\t138519\n",
      "96 \t157   \t42656.7\t39161.1\t308944\n",
      "97 \t188   \t41616.7\t39161.1\t138519\n",
      "98 \t163   \t41773.8\t39161.1\t199444\n",
      "99 \t168   \t41558.5\t39161.1\t138519\n",
      "100\t168   \t42884.6\t39161.1\t296455\n"
     ]
    }
   ],
   "source": [
    "# 运行优化\n",
    "ga_best_solution, log = optimize_ga(all_materials_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "id": "04fd4507-2ce9-4f92-9274-8c0fc0d8ea08",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最佳解： [1, 0, 3]\n",
      "最佳解的温度： 90\n",
      "最佳解的波形： 正弦波\n",
      "最佳解的材料： 材料4\n"
     ]
    }
   ],
   "source": [
    "print(\"最佳解：\", ga_best_solution)\n",
    "print(\"最佳解的温度：\", 25 + ga_best_solution[0] * 65)\n",
    "print(\"最佳解的波形：\", ['正弦波', '三角波', '梯形波'][ga_best_solution[1]])\n",
    "print(\"最佳解的材料：\", f'材料{ga_best_solution[2]+1}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "id": "2f249aa5-28a6-47ba-a2d6-9942a001c2f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图部分\n",
    "min_loss = log.select(\"min\")\n",
    "avg_loss = log.select(\"avg\")\n",
    "max_loss = log.select(\"max\")\n",
    "generations = list(range(len(min_loss)))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(generations, min_loss, label=\"最小损耗\")\n",
    "plt.plot(generations, avg_loss, label=\"平均损耗\")\n",
    "plt.plot(generations, max_loss, label=\"最大损耗\")\n",
    "plt.xlabel(\"代数\")\n",
    "plt.ylabel(\"损耗 (w/m³)\")\n",
    "plt.title(\"遗传算法优化磁芯损耗结果\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "id": "13695fc0-d350-4fdd-b25f-ddb774afb0e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 验证GA结果对应损耗值\n",
    "def check_ga_solution_loss(ga_solution, df):\n",
    "    temperature = 25 + ga_solution[0] * 65  # 温度从25°C到90°C\n",
    "    waveform = ga_solution[1]               # 励磁波形：0=正弦波，1=三角波，2=梯形波\n",
    "    material_index = ga_solution[2]         # 材料编号\n",
    "\n",
    "    # 查找符合条件的数据行\n",
    "    filtered_df = df[\n",
    "        (df['温度，oC'] == temperature) &\n",
    "        (df['励磁波形'] == waveform) &\n",
    "        (df['材料类型'] == f'材料{material_index + 1}')\n",
    "    ]\n",
    "\n",
    "    # 检查是否有符合条件的损耗值\n",
    "    if not filtered_df.empty:\n",
    "        # 返回匹配到的平均损耗值\n",
    "        return filtered_df['磁芯损耗，w/m3'].mean()\n",
    "    else:\n",
    "        # 如果没有找到对应的值，返回无效标记\n",
    "        return np.inf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "id": "bae9f7aa-0200-4f1b-bcb4-f3f65b1a9203",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 测试用结果,可行\n",
    "test_ga_best_solution = [1, 0, 3]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "id": "ea11fe2d-2d43-492d-b80a-132f366bae40",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "遗传算法的最佳解对应的损耗值: 37860.13 w/m3\n"
     ]
    }
   ],
   "source": [
    "# 调用新的函数来查找遗传算法解对应的损耗值\n",
    "best_loss_ga = check_ga_solution_loss(ga_best_solution, all_materials_data)\n",
    "\n",
    "# 检查结果\n",
    "if best_loss_ga == np.inf:\n",
    "    print(\"遗传算法的最佳解没有找到对应的损耗值。\")\n",
    "else:\n",
    "    print(f\"遗传算法的最佳解对应的损耗值: {best_loss_ga:.2f} w/m3\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a2fed7d-132c-460c-8fa8-510d5e21e023",
   "metadata": {},
   "source": [
    "这里的损耗值为无穷,原因在于参数组合(温度、波形、材料编号)在数据中没有匹配的记录,导致 loss_function 返回 np.inf.\n",
    "也要有可能遗传算法最终找到的解无效(例如,找到的解没有对应的损耗数据),那么优化结果就会出现 np.inf."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "9d8f9818-e26e-4eea-a66e-770a33bc5ee9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "相对于平均损耗的改善百分比: 80.97%\n"
     ]
    }
   ],
   "source": [
    "# 平均损失对比\n",
    "average_loss = all_materials_data['磁芯损耗，w/m3'].mean()\n",
    "improvement_percentage = ((average_loss - best_loss_ga) / average_loss) * 100\n",
    "print(f\"相对于平均损耗的改善百分比: {improvement_percentage:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e9a101c-2ed5-4b76-bf11-17ca422f42c8",
   "metadata": {},
   "source": [
    "# 磁芯损耗程度相对排列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "776e7f4d-9e77-446b-a6fd-52d7f351017f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate_for_material(individual, df, material):\n",
    "    # 将基因解码回对应的温度\n",
    "    if individual[0] == 0:\n",
    "        temperature = 25\n",
    "    elif individual[0] == 1:\n",
    "        temperature = 50\n",
    "    elif individual[0] == 2:\n",
    "        temperature = 70\n",
    "    elif individual[0] == 3:\n",
    "        temperature = 90\n",
    "    else:\n",
    "        return (np.inf,)  # 如果温度编码不合法，返回无效解\n",
    "\n",
    "    waveform = individual[1]            # 励磁波形：0=正弦波，1=三角波，2=梯形波\n",
    "\n",
    "    # 过滤数据，针对固定的材料类型进行筛选\n",
    "    filtered_df = df[\n",
    "        (df['温度，oC'] == temperature) &\n",
    "        (df['励磁波形'] == waveform) &\n",
    "        (df['材料类型'] == material)  # 仅选择指定材料类型\n",
    "    ]\n",
    "\n",
    "    # 如果找到匹配的数据行，返回平均磁芯损耗值\n",
    "    if not filtered_df.empty:\n",
    "        return (filtered_df['磁芯损耗，w/m3'].mean(),)\n",
    "    \n",
    "    return (1e6,)  # 如果没有匹配的行，返回大损耗值\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "2f389a2b-8e11-4cfb-b972-f20a564072c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "def optimize_for_material(df, material):\n",
    "    # 注册个体评估函数，每次评估只针对特定材料\n",
    "    toolbox.register(\"evaluate\", evaluate_for_material, df=df, material=material)\n",
    "    \n",
    "    # 创建种群\n",
    "    population = toolbox.population(n=300)  # 创建300个个体\n",
    "    hof = tools.HallOfFame(1)  # 保存最佳个体\n",
    "    stats = tools.Statistics(lambda ind: ind.fitness.values)\n",
    "    stats.register(\"avg\", np.mean)\n",
    "    stats.register(\"min\", np.min)\n",
    "    stats.register(\"max\", np.max)\n",
    "    \n",
    "    # 运行遗传算法，进行优化\n",
    "    pop, log = algorithms.eaSimple(population, toolbox, cxpb=0.5, mutpb=0.1, ngen=100, stats=stats, halloffame=hof, verbose=True)\n",
    "    \n",
    "    # 返回最优个体的损耗值\n",
    "    return hof[0].fitness.values[0]  # 返回最佳个体的损耗值而不是个体本身\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "id": "a505efab-f358-4606-90ca-916c0c7df9c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_materials(df):\n",
    "    materials = ['材料1', '材料2', '材料3', '材料4']  # 材料1到4\n",
    "    material_losses = {}\n",
    "\n",
    "    # 对每种材料进行优化，获取最小损耗值\n",
    "    for material in materials:\n",
    "        best_loss = optimize_for_material(df, material)\n",
    "        material_losses[material] = best_loss\n",
    "\n",
    "    # 根据损耗值排序，损耗值越小，性能越好\n",
    "    sorted_materials = sorted(material_losses.items(), key=lambda x: x[1])\n",
    "\n",
    "    print(\"材料的相对排序 (损耗值由小到大)：\")\n",
    "    for material, loss in sorted_materials:\n",
    "        print(f\"{material}: 最小损耗值 = {loss:.2f}\")\n",
    "\n",
    "    # 确保返回材料损耗字典\n",
    "    return material_losses\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "1abd271c-bc12-4901-bacb-ad0e3852a84a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize_material_performance(material_losses):\n",
    "    materials = list(material_losses.keys())\n",
    "    losses = list(material_losses.values())\n",
    "\n",
    "    plt.bar(materials, losses)\n",
    "    plt.xlabel(\"材料\")\n",
    "    plt.ylabel(\"最小磁芯损耗 (w/m³)\")\n",
    "    plt.title(\"材料性能比较\")\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "id": "0acd9d88-16e3-416a-a6ac-5638ebde37cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 创建适应度函数，最小化问题\n",
    "creator.create(\"FitnessMin\", base.Fitness, weights=(-1.0,))  \n",
    "creator.create(\"Individual\", list, fitness=creator.FitnessMin)\n",
    "\n",
    "# 初始化遗传算法工具箱\n",
    "toolbox = base.Toolbox()\n",
    "\n",
    "# 注册个体的各个基因部分\n",
    "# 温度编码为0-3，对应四个温度 [25°C, 50°C, 70°C, 90°C]\n",
    "toolbox.register(\"attr_temp\", random.randint, 0, 3)\n",
    "# 励磁波形编码为0-2，对应三种波形 [正弦波, 三角波, 梯形波]\n",
    "toolbox.register(\"attr_wave\", random.randint, 0, 2)\n",
    "\n",
    "# 注册个体生成函数，仅针对温度和波形编码\n",
    "toolbox.register(\"individual\", tools.initCycle, creator.Individual, (toolbox.attr_temp, toolbox.attr_wave), n=1)\n",
    "\n",
    "# 注册群体生成函数\n",
    "toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n",
    "\n",
    "# 注册交叉、变异和选择函数\n",
    "toolbox.register(\"mate\", tools.cxTwoPoint)\n",
    "toolbox.register(\"mutate\", tools.mutUniformInt, low=[0, 0], up=[3, 2], indpb=0.2)\n",
    "toolbox.register(\"select\", tools.selTournament, tournsize=3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10865a91-5915-43e5-97e9-bf50fd7f4e29",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 假设 'all_materials_data' 是包含你所有实验数据的 DataFrame\n",
    "material_performance = compare_materials(all_materials_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8a5e2a0-258d-494c-b16a-631ffe71839c",
   "metadata": {},
   "source": [
    "材料的相对排序 (损耗值由小到大)：\n",
    "材料4: 最小损耗值 = 37860.13\n",
    "材料3: 最小损耗值 = 74524.83\n",
    "材料2: 最小损耗值 = 75470.76\n",
    "材料1: 最小损耗值 = 83048.34"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dfb31896-be8e-49a5-895a-6fe6621b5655",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(material_performance)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a092830-d5b0-411d-b686-337cfd067d39",
   "metadata": {},
   "source": [
    "不小心写错的方法 $\\text{材料}_i \\text{的相对权重} = \\frac{\\text{材料}_i \\text{的性能值}}{\\text{所有材料性能值的总和}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "e266f2af-76e4-4e60-bddd-274eda40d601",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "材料1的相对权重为: 0.3066\n",
      "材料2的相对权重为: 0.2786\n",
      "材料3的相对权重为: 0.2751\n",
      "材料4的相对权重为: 0.1398\n"
     ]
    }
   ],
   "source": [
    "# Relative weight Wrong Method : should be the less one better!\n",
    "total_performance = sum(material_performance.values())\n",
    "relative_weights = {material: performance / total_performance for material, performance in material_performance.items()}\n",
    "\n",
    "for material, weight in relative_weights.items():\n",
    "    print(f\"{material}的相对权重为: {weight:.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17727ff1-b00f-4dab-9b74-ba5565ff6c73",
   "metadata": {},
   "source": [
    "$\\text{材料}_i \\text{的相对权重} = \\frac{\\frac{1}{\\text{材料}_i \\text{的性能值}}}{\\sum_{j}\\frac{1}{\\text{材料}_j \\text{的性能值}}}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "ebdb049f-6a0f-4b83-b680-f053d4ae4b1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "材料1的相对权重为: 0.1849\n",
      "材料2的相对权重为: 0.2035\n",
      "材料3的相对权重为: 0.2060\n",
      "材料4的相对权重为: 0.4056\n"
     ]
    }
   ],
   "source": [
    "total_performance = sum(1 / performance for performance in material_performance.values())\n",
    "relative_weights = {material: 1 / performance / total_performance for material, performance in material_performance.items()}\n",
    "\n",
    "for material, weight in relative_weights.items():\n",
    "    print(f\"{material}的相对权重为: {weight:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "9b2d9da6-eb47-44a2-89d4-4c2be8c05e9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化材料损耗值\n",
    "visualize_material_performance(material_performance)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3229580-932b-462f-9ec0-0dd8bff014fe",
   "metadata": {},
   "source": [
    "### 分析局部变化趋势的因素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "8c5d3f47-22f3-4c48-ac54-0a21c1324aa4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_single_factor(df, factor, factor_values, fixed_conditions):\n",
    "    \"\"\"\n",
    "    绘制单一因素的损耗变化曲线。\n",
    "    \n",
    "    - df: 数据表\n",
    "    - factor: 当前分析的因素 ('温度', '波形' 或 '材料')\n",
    "    - factor_values: 因素的可能取值列表\n",
    "    - fixed_conditions: 其他因素的固定条件，如 {'波形': 0, '材料': '材料1'}\n",
    "    \"\"\"\n",
    "    losses = []\n",
    "\n",
    "    # 遍历 factor 的不同取值\n",
    "    for value in factor_values:\n",
    "        condition = fixed_conditions.copy()\n",
    "        condition[factor] = value\n",
    "\n",
    "        # 过滤数据，计算平均损耗\n",
    "        filtered_df = df\n",
    "        for key, val in condition.items():\n",
    "            filtered_df = filtered_df[filtered_df[key] == val]\n",
    "        \n",
    "        if not filtered_df.empty:\n",
    "            avg_loss = filtered_df['磁芯损耗，w/m3'].mean()\n",
    "            losses.append(avg_loss)\n",
    "        else:\n",
    "            losses.append(None)\n",
    "\n",
    "    # 绘制变化曲线\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.plot(factor_values, losses, marker='o')\n",
    "    plt.title(f'{factor} 对损耗的影响 (其他因素固定)')\n",
    "    plt.xlabel(factor)\n",
    "    plt.ylabel('平均磁芯损耗 (w/m³)')\n",
    "    plt.grid(True)\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "cb612dc6-dcc2-4180-b0ef-8ec8e42f8f30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_single_factor(all_materials_data, '温度，oC', [25, 50, 70, 90], {'励磁波形': 0, '材料类型': '材料1'})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "a46dfcf8-08ec-47fb-833e-81557dbf979f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_single_factor(all_materials_data, '励磁波形', [0, 1, 2], {'温度，oC': 50, '材料类型': '材料1'})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "e219b47e-5254-4a67-9e54-68260ef9b362",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_two_factors_interaction(df, factor1, factor2, fixed_condition):\n",
    "    \"\"\"\n",
    "    绘制两个因素的交互作用对损耗的影响 (3D 表面图)。\n",
    "    \n",
    "    - df: 数据表\n",
    "    - factor1, factor2: 两个要分析的因素\n",
    "    - fixed_condition: 其他因素的固定条件\n",
    "    \"\"\"\n",
    "    f1_values = sorted(df[factor1].unique())\n",
    "    f2_values = sorted(df[factor2].unique())\n",
    "    \n",
    "    X, Y = np.meshgrid(f1_values, f2_values)\n",
    "    Z = np.zeros(X.shape)\n",
    "\n",
    "    for i, f1 in enumerate(f1_values):\n",
    "        for j, f2 in enumerate(f2_values):\n",
    "            condition = fixed_condition.copy()\n",
    "            condition[factor1] = f1\n",
    "            condition[factor2] = f2\n",
    "\n",
    "            filtered_df = df\n",
    "            for key, val in condition.items():\n",
    "                filtered_df = filtered_df[filtered_df[key] == val]\n",
    "\n",
    "            if not filtered_df.empty:\n",
    "                Z[j, i] = filtered_df['磁芯损耗，w/m3'].mean()\n",
    "            else:\n",
    "                Z[j, i] = np.nan\n",
    "\n",
    "    # 绘制 3D 表面图\n",
    "    fig = plt.figure(figsize=(10, 7))\n",
    "    ax = fig.add_subplot(111, projection='3d')\n",
    "    ax.plot_surface(X, Y, Z, cmap='viridis')\n",
    "\n",
    "    ax.set_xlabel(factor1)\n",
    "    ax.set_ylabel(factor2)\n",
    "    ax.set_zlabel('平均磁芯损耗 (w/m³)')\n",
    "    plt.title(f'{factor1} 和 {factor2} 的交互作用对损耗的影响')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "e75780bb-ea34-4077-8535-a47213378e4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PYBgG48ePx0MPPYR9+/Z1WVBgDXuviaeffhrBwcHc45FHHsGpU6cEz/Hr4J5//nm88cYb+PrrrxEUFNTjPIDO2iq27s/LywulpaV2HUe5hiCUQce5c+e4/9doNESpVNp8GI1GwbGfffYZSUpKEjwnlUoJgC6PnTt3umT+qampJCkpiRgMBu45uVxOQkJCyK233so9Fx4eTv7yl7/0+nVeeeUV7m956KGHuOfHjBlDPv74Y8G+w4cPJ59++qnNsR588EGyYcMGQgghS5YsEbxP7HH79u0jM2bMIIQQYjAYCABSWVlJCOk8ZwDIW2+9RWpqasjMmTPJjBkziKenJyksLCSHDh0i8fHxZOHChSQpKYmYTCby6KOPkrVr1wrm0dbWRl555RViNBpJZWWl1fPGfzzzzDPcsXfffXeP+7///vvEaDSSV199lfj4+HT7nhBCyObNm62O8/PPPxNCCPnll1+Ir68vuXTpEndMZGQkOXbsGCGEkNLSUuLr60tuv/12olAoyJEjR4inpycpLy/n9q+qqiJeXl7kk08+IYQQ8s0335C4uDhSXFzcZT533nknWbp0qdW5/vWvfyV33HFHl+eNRiM5cuQIqampIQBIRUUFMZlMXf7OadOmkYKCAsGjpaVFsJ+Pjw/58ccfBc8tWLCAbN68ucvrAhB8lgn57f3avHkzefTRR8mSJUsIIYQcPHiQpKSkcJ+ZixcvEgBdPt+EEPL222+TlJQUUlBQQL755huyefNmsnz5cqvvyZNPPin4zKWkpFg9nzfccAO3T3p6OvHz87M6Hvte9eWa0Ol03X6nKZVKolKpSH19PVm6dCkZMmQIuXjxomAOW7duJXfffTchhJCPP/6YLF++nFRUVBAApK2tjfz973/nvgNuuOEGUlJSQrZv3y74OynXNjRyNAhhCyxNJhNXU2PrYemfo1Ao4OXlJXhOo9FY/aXtimJsuVyOy5cvY/Xq1YL6n6CgIPzhD3/Azz//zD3Hr4tyFK1Wi127duHmm2/G7Nmzcfz4ca7QtDd0dHQgICAAQGcE5sMPP0RbWxtSU1Ph5+cHACgqKuJ+0avVagDg0mrsa4eGhiI2NhYSiQQPPvggRo0ahSNHjuCf//wnnnnmGdx9991QKpUoKSnBJ5980qXgPDAwEE899RTEYjFaWloAAN9++y1iY2Oh1Wq5c9fQ0ACpVCqICrDRwg0bNuCPf/wjt++9996L+++/H4QQTJ8+HTNmzMBHH32E9PT0blfvsaxYsQI1NTXcg5+mmTNnDp588kn84Q9/gEaj4d5L9j1LSEhAfn4+Pv/8c/j7+2PBggWYMWMGNm3axI3BrqJjV5AtW7YMpaWlGDlyZJe5nDt3rkvqkqWurs5q5EgsFndZMcdG2/iw9VH8B7/uTa1WQ61W212rZY05c+bgu+++w7Zt2/D2229j2bJlAICFCxdCoVDgjTfesHms0WjEL7/8gu+//x6ZmZlISUnBTz/9JNintbUV48eP56KMlhw6dAg1NTXcez1r1ixUVVXhiy++AND5mWxqaoLBYMCOHTuwdu1azJ49G2FhYYJodl+uCS8vL5w7dw7Dhg3DuHHjBI/Ro0fj5ptvhlarRWpqKlfgbeucUyi9hYqjQUh7ezveeecdnDx5kqsPsPXgL90FOsVRSEiIoOC6u4ezTRPZ8HVcXFyXbXFxcWhra+MKjZOSknod7t61axdSU1MxY8YM+Pr6Yv/+/di4cWOvC2qVSiUnjqqqqjB16lQEBgZCo9FwX+pXrlxBamoqtz/QuVJJr9cjPT0d48ePF4wZEhKCL7/8Es888wwKCwvx5z//GbfffjtuueUWTJ8+HbfeeqvVm/mFCxeQkZGBlpYWhIeH4+abb0ZcXBzeffddwd+fkpLS5TUBoKSkxGaazNvbG4sWLcLly5e5QvIjR45YTXWx+Pr6IjY2lntYFr0/88wzkEgkePHFF2EwGKBWqwXpD8trYceOHdi3bx8++OADfPrpp/j444+5FWQslqsPAaCpqQmlpaWIiYmx6ddluVrJmbC1MDfccEOva47Y4//+979Dr9dz15GXlxeee+45/POf/7RZc3bfffdh8eLFKC4uxqhRo9Dc3Iw9e/YI9tHr9cjJyYHRaLQ6RkREBNRqNY4cOQKxWIzi4mK8//77qKmpQUpKCnx9fXHbbbfBYDDg22+/haenJ/7whz9g37593LUP9P2aMBqNiI+PR3l5ueCxbds2KJVKhISE4OLFi/j3v//NHffee+8hPT2dGyMjIwPPP/88vvnmG5vvNYViCyqOBiHbtm3De++9BwAYPnw4CCF49tlnsX37dhBCEBYWhra2NqsrLxQKBaKjo7F79+5u6xDYx+9//3urc/jb3/6G0NBQHD582KG5JyQkAICgtoilpqYGgYGB3K/xKVOm4Ndff+32xmyN/Px8vPDCC4J6kOTkZOzevduqWLCHjo4O+Pv7Q6FQQC6XY/To0dzzgYGBIITg/Pnz3A1CoVBAJBLBx8cHXl5euHDhQhc/HKCzZiQlJQV/+ctfkJ2dDaBzZZZer8f06dO5Qlg+zz77LD744AM0NzdzN/sXX3wRmzZtQklJCfLy8vD666/b9GQqKSmxWacyYsQIvPjii1z04/jx47j55pu7eNI4gqenJ7788kts2LCBi3bx/WwsmTx5Mnbt2oWHHnoIa9euxbZt23r0QgLA1Wf99a9/tVqMnZOTY/Uc2Iu1mqPf/e533Pbm5maIxWJcuXKlVzVHLO3t7di9ezcmT56MDRs2cH/XqlWrEBgYaPPzsHnzZrS0tGDdunXw8fHhRDuf2tpaMAyDiIgIq2OYzWY8+OCD2LBhAzw9PfH666/jH//4By5duoTHHnsM6enpOHDgAHx8fHDs2DG89dZbePjhhzF//nzBKs2esOeayMrKQnx8vOCxbt06bjvf+uLnn3/GAw88IBB9er0ebW1tGD58uNVFCY899hiio6Nx5swZu+dNuXag4miQUV9fj507d+Lll1/u9tenLUpKSjBs2DA89NBD3PLf0NBQnDt3TpBS+/TTT+Hv74/t27dbHef48eOQyWRdCit7IiQkBCkpKdi7d6/gF7BCocD+/fsFfjJ///vf4e3tjfXr18NgMAjGqaurs/qlptVqsXTpUjzyyCNc5IPlz3/+s1XjP3soLy/HsGHDcOTIEYwaNYpLTba2tiIsLAzHjh2DXq/n/FZaWloQGBjInSNry8eBTnsApVKJcePGcWLm1Vdfxfr161FYWIjdu3cL9r948SKOHTuG9evXIzs7m4ssLViwAHfffTdWrlyJ2267DX/96185byQ+CoUCxcXFXd4ba/z4449YunQptmzZYnWZuSMkJiYiODgYdXV18PDw6LbAWyaTIT8/H3q9HhqNBuXl5XatlvP398dzzz1nNUXMehH1RRxNmzati8D58MMPue2nTp1CamoqUlJSBKk3vs8R/2GLp59+Gt7e3vjll19w++23489//jOUSiW8vb2RnZ1t06IjLi7Oquu0SCTi0oRvvPEGfve733H7SaVSQXH8U089hYqKCi6lPmbMGGzduhXDhw/H6tWrMX36dKvL4H/66SfO7NFeursmFixYgC1btuDSpUt49tlnMXz4cBQVFeGf//wnzp49Kxjnl19+wfLly7Fx40aBiJ42bRrn22TNzmLXrl2or6+HTqfr03VBuUrpt+omilO4++67yezZswkhnYWRw4cPJ4QQ8uyzz5Lt27cTQggJCwsjbW1t5LvvviNDhgwRHJ+QkEC+/vprwXPvvfceCQkJIXv27CFtbW3kiSeeIOHh4eSHH36wOY+amhpy8803k9tvv93hv+H8+fPEy8uLzJ07l/z3v/8ln332GZkwYQIJCgriCphZ9u3bR3x8fMj06dPJ7t27yffff09eeOEFEh4eThYuXGh1/M2bNxO9Xk8IIeSll14iixYtEmwfM2aM1YJRW8XHCoWCMAxDmpubyZ/+9Ceyfv16QkhncTQAolQqyS233EKeeOIJ7hhrhe/Lly8XvN6BAwdISkoKOXHiBKmpqSH+/v7k3LlzJC4ujnR0dJBff/2VhIWFCQrXlyxZQlatWkUIIWTcuHHk9ddf57bl5OQQT09P4uHhQTIyMqz+LTt27CAjR44kZrOZe+7ee+8l999/P/dvnU5HNm7cSKRSKXn33XetjsPSU/GtJZ999hkZMWKE1W0dHR1k165dJCQkhCQmJpLDhw+TgwcPkqFDh5LQ0FDy5ptvEpVK1e18bPHFF18QiUTSpdCaD78g29rf2VOx7qxZs8iTTz7Z5XlHCrL37t1LxGIxOXr0KCGk8xpbuHAhaWpqEuxnT0E2H61WS/72t78Rf39/kpmZSZ555hmycuVKUlhYKNjvhhtu4K4dqVRq9TqyVpC9fPly8uGHHxJCnHNNvP7662TixInEaDSS999/n9xwww3EaDSS+fPnkwceeID7m5555hni6elJnn76acHxBw4cIHv27BE8xy/ITk9PJ9nZ2YLttCCbwoeKo0HEiRMniFgsJhcvXiRyuZx89dVXJC4ujjQ0NJB169aRTZs2kYaGBhISEkIKCwvJJ598QqKjo0lDQwMhhJD8/HwiEolIXV2dYFyz2UzefPNNwjAM8fLyIkFBQeTXX3/tdi46nY4kJCSQvXv39upvycnJITfffDMJDw8nsbGx5I477iBVVVVW9y0sLCR33nknSUxMJAEBAeS6664jW7ZsEYgGW9gSR1u2bBGsOoqNjbUpjj7//HMybtw4cv78eSKRSEhhYSExGo3kwIEDJDY2luzfv5+EhISQmpoa0tzcTCorK8mKFSvIbbfdJhhn+fLl5N133yUtLS2koqKCLFiwgIhEIhIYGMjdQMLCwkhISAgJDw/nnjt//jwhhJBTp04RkUhEsrKyyJkzZ4hIJCK1tbVEq9WSXbt2ER8fH7Jy5Upy++23E6lUSl555RWiUCi41y8rKyNBQUHk7bffFsyLFUcGg4F88sknJDExkcydO5fk5OT0+P5u3ryZrFixgtTU1AgeWq2W2+fcuXOksbGRtLS0kBtvvJH88Y9/5LbV1taSt956iyxatIhIJBISHBxMXn31VU7cEkKIUqkkf/vb34i3tzcnqrds2ULy8/MJIYSMHDmyx1V4th58+iKOvvzyS+Lj49NF3BPymzgym82kurqaNDQ0kNLSUgKAXL58mdvvH//4BxGLxeTNN9+0+TplZWWkqKiIfPLJJ8TLy0sgcjs6OkhhYSF58sknyZQpUwghhBQVFZGXX36ZDBkyhEyYMIETOxqNhmzevJkEBASQxx9/nLtO1Go1N54tcXT+/HkiEolIRUUFUSqVRC6Xk1GjRpH09HTuverLNXHkyBESGBjIrWbbvXs3mTt3LiGEkObmZhIREUGef/55kpiYSOLi4shPP/1k8/3iwxdHfFQqFWlubiYbNmwg8+bNs2ssytUPFUeDiMcee4zce++9hBBCbr31VodvAo8++ij53e9+Rwjp/LX29NNPkxUrVpCwsDASFxdHHn30UfLee++R3//+98TT05OkpKSQ++67j+zYsUPwCzMvL4+MHz+erFixottf4u6ANXH05z//ucsX6rp168jp06etjvHyyy+Tf/zjH+TBBx8kW7duJc3NzUQsFhNvb2+yZcsWcscdd5CvvvqKEEJIUlISYRiGxMbGdokK7Nixg5w9e1Ywj+eff558+eWXpLCwkDz11FNk6dKlZP369eRf//oXyc7OJn/961850bZixQpyxx13ELPZTKZNm0buvfdesmfPHhIREUHCw8PJ+++/z4396aefktjYWOLj40MefvhhQgghe/bsIcuWLevy97HiKD8/n6SkpJB9+/bZ+e523gjvuuuubvdZunQpdx2GhIQIbri//PILCQ4OJn/5y1/I999/LxBFlqhUKnLgwAFyzz33kNjYWO69rKysJCUlJb168OmLOFq5ciV5+eWXrW7jR44SExMJACISicjMmTOJRqMhhBBiMpnIqlWryH/+8x+br0EIIWvWrCEikYiEhoZ2iVLV1tYSiURCwsPDyY4dOwghhGzatIksWrSI7N+/3+pntaSkhMydO5c89dRTXbbZEkdarZZMnz6diMViAoAwDENmz57Nnbu+XhMtLS3kl19+IQqFgoSHh5OgoCDy6quvcturq6vJs88+S+677z6B+O8JW+KIjcL5+Phw7xuFwhDSy7XSlAFBo9H0eqnwkSNHwDAMFixYgJdeegkymQzjx49Hampql+aiLS0tOHHiBK5cuYK8vDzs3r0bkZGRADpXgVy8eBGrV68ekLYiAwX7UelNrVdv0ev1XH2TQqFAR0cHYmNj8fnnn2P+/PmoqqrC+fPnsWbNmi7XhdFoxFdffQU/Pz+usN5kMvX7OVMoFGhtbYVIJEJMTEyXlWZms9nq0nl3gvyvdsnWPHU6HRiG6WKTYYlSqYTBYICPj49Nh/ee5uGK66+/z0FP10R/o9FoIJFI3P46pPQfVBxRKBQKhUKh8KAymUKhUCgUCoUHFUcUCoVCoVAoPKg4olAoFAqFQuFBxRGFQqFQKBQKDyqOKBQKhUKhUHhQcUShUCgUCoXCg4ojCoVCoVAoFB5UHFEoFAqFQqHwoOKIQqFQKBQKhQcVRxQKhUKhUCg8qDiiUCgUCoVC4UHFEYVCoVAoFAoPKo4oFAqFQqFQeFBxRKFQKBQKhcKDiiMKhUKhUCgUHlQcUSgUCoVCofCg4ohCoVAoFAqFBxVHFAqFQqFQKDyoOKJQKBQKhULhQcURhUKhUCgUCg8qjigUCoVCoVB4UHFEoVAoFAqFwoOKIwqFQqFQKBQeVBxRKBQKhUKh8KDiiEKhUCgUCoUHFUcUCoVCoVAoPKg4olAoFAqFQuFBxRGFQqFQKBQKDyqOKBQKhUKhUHhQcUShUCgUCoXCg4ojCoVCoVAoFB5UHFEoFAqFQqHwoOKIQqFQKBQKhQcVRxQKhUKhUCg8qDiiUCgUCoVC4UHFEYVCoVAoFAoPKo4oFAqFQqFQeFBxRKFQKBQKhcKDiiMKhUKhUCgUHlQcUSgUCoVCofCg4ohCoVAoFAqFBxVHFAqFQqFQKDyoOKJQKBQKhULhQcURhUKhUCgUCg8qjigUCoVCoVB4eAz0BCiUaxlCCIxGI7RaLcRiMTw8PCAWiyESicAwzEBPj0KhUK5JGEIIGehJUCjXImazGQaDASaTCVqtFgDAMAwYhuGEEiuW2OcpFAqF4nqoOKJQ+hlCCCeMzGYzGIaBXq+HSCQCIYTbTgihYolCoVAGACqOKJR+hBDCRYuAzkgRIYQTR9b2tyWWPD09IRaLuTQchUKhUJwDrTmiUPoJfhqNX1PU3e8TVgyx4ocVS0ajEQaDAQAgEokEUSUqligUCqVv0MgRheJiCCEwmUwwGo0wm81diq3NZrPNyJE9Y/MjSwAVSxQKhdJXqDiiUFyItTSaZa1QX8SRtdfjCyX2NalYolAoFPuh4ohCcREmk4kruu5uaT6bbnNFgTVfLPFrlvhiycPDgxZ3UygUCg8qjigUJ0MIgVqthlwuR0hISI+eRUajEQqFAt7e3hCLxS6fm6VYEolEXQq8qViiUCjXMlQcUShOxGw2w2g0orm5GTk5Obj++uu7FRoajQaZmZloa2uDWCxGUFAQgoODERwcDD8/P5eLFFtiyTINR8UShUK5lqCr1SgUJ8D3LiKEcDU93YmKxsZG5OTkICIiAuPGjYNWq0VbWxvkcjnKy8vBMAyCg4M5weTr6+t0kcLaArB/A9Ap8HQ6Hc6ePYvx48dDKpVSsUShUK4pqDiiUPoIu7TeaDQCABd9sRWUNZlMKCwsRF1dHZKTkxEZGQm9Xg9/f38EBARg6NChMJvN6OjogFwuR2trK0pLSyEWi7moUlBQEHx8fJwqUtix2IJtlUrF/R16vR46nY5GligUyjUBFUcUSh+w5V3EmjtaolQqkZmZCZFIhLS0NPj4+MBsNnfZTyQSITAwEIGBgdzrKBQKyOVyNDY2ori4GB4eHpxYCg4OhlQqdZpI4Y9jK7Kk1+u5uVKxRKFQriaoOKJQekFP3kXWxFFtbS3y8vIwdOhQjBo1yqHl9CKRCEFBQQgKCkJ8fDxMJhMnlurr61FYWAiJRCKoWZJKpU77e9m/CQAngNg6JUJIF7HEFnd7eHjQJroUCmXQQcURheIglt5F1m7+fHFkNBqRl5eHlpYWpKSkIDw8vMu+jsJPsQGdqbq2tja0tbWhtrYWBQUFkEqlgpoliUTSq7/VFnzPJkuxxG+ky4olNrJExRKFQnF3qDiiUByANWzsybuIFUft7e3IzMyEVCpFWlqazWhOX8WCWCxGaGgoQkNDAXQKMra4u7q6Gnl5efDx8RHULHl5efXpNS2hYolCoVwtUHFEodgBm0bjr0br7obOrl67cOECEhISkJCQ0K8CwMPDA2FhYQgLCwMAGAwGwUo4lUoFPz8/LqoUFBQET09PwRh9na+9YolNv1GxRKFQ3AUqjiiUHrAnjcZHr9cjPz8fhBBMmTKFS30NJJ6enggPD+dSenq9nhNLpaWlUKvV8Pf354RSUFCQ0+dgSyyxBd5arRYikahLgTcVSxQKpb+hJpAUSjfwo0XW+qJZIpPJkJmZCT8/P7S2tmLRokU9vga7VB7oe7Smt+h0Osjlcu6h0+lACEFMTAwiIiIQGBjYL+7drFhisWYdQMUShUJxNVQcUShWsOZd1FMaraSkBBUVFUhMTER4eDh++eUXLFy4sMcbuTuII0u0Wi3Onj2L0NBQdHR0QK/XIyAggKtZCggIGDCxxKbh+H3h3OV9o1AoVwc0rUahWMB6F7E35Z6W3Gu1WmRmZkKv12P69OkICAjgamrYiNNgg/VMGjlyJLy9vaHRaLg0XF1dHYxGIwIDAxEUFISQkBD4+/s7ZE1gD6zoYcdlxVJ7ezuysrIwc+ZMqzVLVCxRKJS+QsURhfI/+C1AelqNxtLU1ITs7GxERERg8uTJ8PDo/Ejxb+iDGVbc+fj4wMfHBzExMYLGunK5HDU1NTCbzQgMDBT0hXOlWCKEcHVLRqMRBoOB227ZRNfZ86BQKFc/VBxRKOgUAQqFAk1NTRgyZEiPwshsNqOwsBA1NTVITk5GTEyMzXGvNhiGga+vL3x9fTFkyBAQQqBSqTixVFlZCUKIy5vo2oosWYolS/duKpYoFEpPUHFEueZho0VKpRJlZWUYOnRot/urVCpkZmYCANLS0uDr69tln6shcmSvmGEYBn5+fvDz80NcXBwIIVAqlZxY4jfRZVfDuaqJrjWxZDAYum11QsUShUKxhIojyjWLZQsQNk3THXV1dcjNzUVcXBxGjx7d4411MIuj3sIwDPz9/eHv79+liW5zczNKSkoEDt/BwcHw9vZ2SCzZs681scQKYb1eTyNLFArFJlQcUa5JrHkXsbUs1mBbgDQ3N2PixImIiIjodvyrIXIEOGf+/Ca6w4cPt6uJrre3txNmL4StR2LhiyWDwcDtwxdL7Go4CoVybUHFEeWag/Uusiy6tiWOFAoFMjIyIJVKMWvWLIcautorLqw1qr1asbeJLr8vHP89d9b71J1YYiNLIpHI6mo4CoVydUPFEeWawdK7yLLommEYgacOIQRVVVUoKipCfHw8RowY4VAdDjvGYKW/RICtJrpyubxLE93g4GBuRaCzcUQs8VfDUbFEoVx9UHFEuSaw9C6y5oXDj97o9Xrk5ORAoVBg8uTJCAkJcej1rgZxBAzM/LtroltZWQmlUgkAKCwsdFkTXUAoltj3wZpYsqxZomKJQhn8UHFEuapxxLuIFUdyuRyZmZkICAhAWlpar2+811KqzJVYNtGVyWTIzs4GwzCCJrr8vnCWTXT7Cr8nHCAUS3q9HjqdjoolCuUqgoojylWLow1j2WMuXryI0aNHY+jQoX26sQ12ceSuN3VWeIwePRpAZ5RPLpejra2tSxPd4OBgBAYGOj0V151YOnPmDBISEhASEkLFEoUySKHiiHJVwkaLTCaTXaJIq9UiKysLADB16lSndKUf7OLIXbF8T728vBAZGYnIyEgAwia6hYWF0Ol0XcSSs/vCWYol/upHnU7Xrc8SFUsUivtBxRHlqsLSu8geYdTc3IysrCyuxsXf398pc7kaxNFgnL9EIkFUVBSioqIAQNAXLj8/H3q9nusLx4olZ3obEUI4cQSA889iHzqdTpCG8/T05MSSPdcrhUJxPVQcUa4aHE2jmc1mFBUVobq6GmPHjkVERAQaGhqculR8MIqLqw1vb294e3sjOjoahBBoNBouDcdvostGlpzRRNdasT8/usQXS2yTYiqWKBT3gYojylWBLe8iW1hrAcIu8afiqJOr8abMb6IbGxvbpYludXV1lya6/v7+Dr0X9pxze8WSpccSFUsUSv9AxRFlUMP3LmLTGT3dPOrq6pCXl4fY2FgkJiZyUQL2v3yvo77gqDgihLjdjc9dxZ2z3id7mugC4FbB2dNEtzfn0ZZYMpvNnFhiU3VULFEoroeKI8qgxWw2o7W1FQDg5+fX443CaDQiPz8fTU1NmDBhQpcWIM72JrJXHLW2tiIvLw+enp4ICQlBcHAwAgICaI+vAcBaE92Ojg6uZqm8vJxz+O6uiW5fBYstsWQymWAymWxaB1CxRKE4ByqOKIMOvndRVVUVPD09kZiY2O0xHR0dyMjIgJeXl80WIP0tjgghKCkpQUVFBUaMGAEAaGtrQ01NDcxmM3cDtida4Qrc9Sbbn9EshmEQEBCAgIAAm010PTw8BOfKWZFHy3lYNtG1JZZY9262L5y7nkcKxZ2h4ogyqLDWAqQnAVJdXY3CwkIMHz4cI0aM6DYi48w6oe5uSqx1gE6nw/Tp0yGVSmE2m62mdsrLy8EwjKAxq4+PD73pDQA9NdEtKioCIQTl5eWIiIhwaRNdW2LJaDRy2631haPXDYXSM1QcUQYNfO8i9sbQnTgyGAzIyclBW1sbUlNTuaX63SESiZxac2RtrJaWFmRlZSEsLAypqakQi8VcV3j2OH5qx1a0gk3BWTZmdSbuWnPkLlhronvq1ClIJBK7mug6C1tiyWg0wmAwCMQSvy8cTd1SKNah4oji9nTnXcQwDLd0nw/bAsTf3x+zZs2yuwWIKyNHZrMZpaWlqKioQFJSEmJjY+16PctoBb+LvbXGrMHBwS7pNeZOuGv0g43ODBkyBP7+/jAajWhvb4dcLkdNTQ3y8/Ph7e3t8nPVnVg6d+4cxo4dC19fXyqWKBQbUHFEcWt68i6yjBwRQlBWVoaysjKMGjUKw4YNc+hG6mxxxI6l1WqRmZkJvV6PGTNm9Mlokt/FPiEhoUtj1tzcXK7XGBux6E37DHcVIO4ezeKvVvPw8Oi2iW5ubi58fX0FNUvO7gsHCMWSVqvlRBwbWQKsu3dTsUS5VqHiiOK2sE09u/Mu4qeutFotsrOzodFoMG3aNAQGBjr8mq4QR2waLTw8HJMnT3Z6ny/Lxqx6vZ67ARcXF0Or1fa6fYa7CxF3xZawtDxXBoNBsBIuJyfHKcK2O1jxxnfxZiNLBoMBer2eE1NULFGuVag4orgdbBrNYDD06F3ERo6am5uRnZ2N0NBQTJo0qdc3FGfWHAGdnkotLS0YO3YsYmNjre7j7CJZLy8vREREcFYFWq2WK+7Oz8+HwWBwuiM05TccEZSenp4IDw9HeHg4gN+a6MrlcpSUlDi9iS4rgizPt7U0HFvjx0aWLMUSuxqOQrkaoeKI4lY42gIEANrb29HU1ISxY8ciJiamT1/YzoocabVaqFQq6PV6zJw5E35+fn0es7dIpVJER0cL2mfIZDKBIzSb1gkJCeF8e+iNr3f0xcyzv5ro9jQ/tnibhS+WrEWW+KvhKJSrASqOKG4DP1pkz81ZrVajqqoKRqPRaQLEGeKIbWQrFosxcuTIvs+LaADGOcvB+e0zWNsApVIpsA0QiUQIDg6G0WiEVqt1S+dud5uPJc6an7UmumxfuN400WWjor1x8O5JLIlEoi4F3u5+nigUW1BxRBlwLL2L7BFG9fX1yM3N5VJCzorM9EUcmc1mFBcXo6qqCmPHjkVtbW3vbw7EDLHpHDyM30Js+gUGzz/C4PVw78bqBoZh4O/vD39/f4HJoUwmQ0tLCwoKClBWVsZFKkJCQiCRSJw+D0dw9zooV86PbaIbExMjaKIrl8vtaqLLzs0ZDt72iCXLmiUqliiDBSqOKAMK+4XK/qLtqfbFZDIhPz8fjY2NGD9+PAwGA+rr6502H1veRD2h0WiQmZkpiGLV1dXZfaPkrAnMVfAwfgsP4/cQkUZuu5fhIzCkGXqvjQDjuo8t3zagsbERI0eOhEgk4mwD8vPz4ePjI1iK7orVVYMVZ4kPe+hNE13WY8nZ8+OLJfY9YBdU2Gp1QsUSxZ2h4ogyIPB/aXa3Go1PR0cHMjMz4eHhgbS0NHh7e6Ours6pBdQ9OW5bg02jRUZGIikpibtJ2B2FImqIDT/AU38AHuYMm7t5Gr8DQ1qhk2wDGB+H5thbRCIRQkJCEBISAqBzKTo/BcdfXRUSEtLnguHBTn+KI0usNdFVKpUC6wB2frW1tQgJCXFJWxp+TziAiiXK4OTa/RajDBiOFl131wKkt5EeWziSVuOn0ZKTkxETE2P/WISAMV6ESP8NGP0RMNDY9ZoeprNgtGuhle4CmJ4dv/uK5fw9PDxsrq5iC4YDAgIEBcOuWAnn7jdRd5gfP2XKNtFtbW1FVlYW5HI5KioqBE10XdWWxppYYh86nQ56vR6AdZ8ld3gfKdcmVBxR+hV+CxB7okUGgwG5ubmQy+VWW4A405fIkfHYNJrJZLJZDG51LHM9RLoDEOkPgjFX92qOYnM+vDWroZW+CSIa2qsx7MGeG5Pl6qruamBCQkLg7+9/Vd/w3Lkeio0sAUBKSopdTXS9vb1dIpb4gslSLNXW1sJkMiEmJkbQRNee7wsKxVlQcUTpF1jvorq6OlRWVmLq1Kk9ftG1tbUhMzMTvr6+NluA9CYN1h32RKKampqQnZ2NqKgojBkzxuZSak4cER0Yw88Q6b4BY7wABn2PdIlILbw1a6CV7oRZPK7P4zkLy4Jhfg1MVVUVAAhuvqxtgCO4swAZyLSaPfBXHlprotve3o62tjauia6Xl5egL5wrm+gCnWJJpVLBaDSCEAKtVsvtIxKJ4OnpyUWWqFiiuBIqjiguh59GY/+/pzRaeXk5SktLMXLkSAwfPtzm/s5Oq3UntsxmM4qKilBdXW01jWaJn6QU4dLz8Gg/DYZ0OG2OLAzkkGrvg06yFSaP2U4fH+ibELFWA8NGKlpbW1FaWsq1QmGb6Lri5jsQuOtN25oBJAtr4RAcHMw10WX7wlk20WUfrli5SAjh0mqWkSW+WGIjSlQsUVwBFUcUl8J6F7FF1x4eHt2KGZ1Oh6ysLKjVartagLgicmRtPI1Gg4yMDJjNZqSlpXHpiS6YWyDSfweR7huMjS7tfM6FgQ4GWkh0T0BPnobRc7nrXsgJMAyDgIAABAQEYNiwYTCbzVwD3f68+boSd45qAY4ZVIrF4i7F+KxYqq6uRl5enkua6JrNZkE01lYazmw2c2KJbYVCxRLFWVBxRHEJlt5F7BdVd5EetgdZSEgIZs2aZdeqJ2e3+7AmjnpMoxEDGMOJzuJqwykwMDptPvbAwASJ/kUwpAkGr7XOG9fFNxa2GDgoKIiLVLArq9ibr6+vr6DPmLvbBgymtJqj2NtEl5+G6835MpvN3R7XnVjS6XTQarVULFH6DBVHFKdj6V3E/zKzFunhr/pKSkpCbGys3V9izi7I5osts9mMwsJC1NbWIjk5GdHR0cKdjYUQ6b+BSP8DGCJz2hx6i5fhHTCkCXqvpwDG8ZYSA41YLBbcfPlNWUtLS7k+Y1KpFCaTCSaTqVetM/oDd70JO9Pt3FoTXda9uy9NdLtL/VnD0jSWFUvsNcK3DuAXeNMWOZTuoOKI4jT43kW2WoBYRnrUanWPq766w1WRI3ZehBDMnDnztzSauR0i/fedUSJTvtNe11l4Gr/+nxfSK05pOTKQaSLLpqxsn7H6+nro9XqcOHFCYHAYEBAw4A103T2tZjabXSYIPD09BQ2P+TYPxcXF0Gg0djXRZVPwvcVaE11WLBmNRm67Zc0SFUsUPlQcUZyCpXeRrS8avphpaGhATk4OoqOju1311R2u8Dnq6OhAaWkpYmJikJiYCLEIYAwnO1ebGdLBQO+013MFHqYTYLQPQCvdATDBvR7H3W4UbJ8xDw8P6HQ6TJw4kWugW1NTA5PJJFgJNxC2AVdzWs1R7GmiGxAQIOgLJxaLnS7gbIklo9HILQ6xVeBNuXah4ojSZxzxLmIYBiaTCbm5uaivr8e4ceO4ppq9wZlpNbZAWKPRYMKECYgK10KkfwMi3bdgSJNTXqO/EJuz4a25B1rpGyCi2IGejtNhGAbe3t6IjY3lWmeoVCru5ltRUQGGYQTFwq4wOLRkMIijgbrp22qiK5fLBU10dTodvL29+xxBsoUjYonfRJeKpWsLKo4ovYYfqra3BYhGo+GWdKelpcHHp29tMJy1Wk2tViMjIwMmowITRpUh1ucTiBQZfR53IBGRSki1q6GT7IJZnNSrMdw9TcTCMAz8/Pzg5+eHuLg4mM1mKJVKyGQygcEhXyy5yjbAXYUR0L+Ro56w1US3rKwMdXV1qK2t7baJrrPoSSwB1t27qVi6uqHiiNIretMCpKamBvn5nXU6U6dOdUoxLSuO+vKl39BQj7qKbzB+WDYCpRcgFukAU5+n5haISCuk2rXQSbbB5DFzoKfjNHo61yKRiLMN4Bsc8m0DpFKp05ehu7uYdGXNUV/gN9FtaGhATEwMAgICBAaihBBudaMr06a2xJLBYIBerwfDMNBqtRCLxQgICKBi6SqFiiOKw1h6F9nbAkQmk2HChAnIyMhw2lzY1+6NODIbayCv+wChXscQlzjwq81cBQM1JLp10JNNMHoutv84N7yJ9ha+wSHQ/TJ09tGbBrruFJmxhrvPD/jN56inJrrAb27rQUFBLmmiC1gXS/X19TAajRg1ahS3Dz+yxK6GowxeqDii2A3fu4itXXC0BQgbLbI0eust7BeW3fUJRAtGfwTQfAUv8yVE+bv3L31nwcAIiX4TGNIIg9eagZ5On3BGdMZyGbperxfYBlhbWWXv9erON8XBII6s1UVZa6LLd1svKyvrlya67FwIIZwY4q/SZSNLfLHEXw1HGTxQcUSxC7PZDKPR6FAaraKiAiUlJYIWIHwPIWfAzqGn8RhjRudqM/0hMFD+70mnTGFQ4WV4Cwxpht5rA8D0LCbdPU3kLLy8vATL0LVardViYX4DXWti3N3fr4EsyLYXe1J/1tzW+7OJrtls5tKwbPE2izWxJBKJuhR4U7Hk3lBxROkWe7yLLNHpdMjOzoZKpcLUqVMRFBTEbeOnwZwBP9TdBXMzRPpvO0WRudwpr3c14GncD4a0QCd5CWAGV3uO/kIqlSI6OhrR0dGCYmHWNsBsNgtuvGxKx90jM+4+P6B3Pke2mujK5fIuTXTZNFxfCvK7m6O9YsmywNvdz8u1BhVHFJuwoWutVssVP/b0AW5tbUVWVhaCg4ORlpbWpQ1ATy1EHKVL5IgYwBjS/9fK4zSYq6Wy2sl4mI6B0T74Py+kAKv7ONt93Jn0542EXyzM2gYolUpOLJWXl3MpHXb1pbuKEHctyObjjOiWZY0Zv4lubW0tCgoK+tTHj7UtsQe+WGI/T2azGXq9XuDeTcWSe0HFEcUq7C+duro6yGQyTJ48ucf9S0pKUFlZiTFjxmDIkCE2P9zOdLVmxRZjKoRI/RNE+u/BkDanjH21IzZn8LyQeu81da3Br38ZOnRol5SO0WjEmTNnBDdeqVQ60NMG4L6ijY8r/I3saaLr4+MjiAZ2t3qxt3Pk94QDqFhyZ6g4ogiw9C5iGzt2h0ajQWZmJoxGI2bMmAF/f/9u93eaODK3QaT/HrOT/wV/Q13fx7sGEZEySLWroZW+DiIaNdDTsQt3i2bxUzrBwcHIyspCUlKSIEohlUoREhLCpXScYRvQGwaLOHL1HC2b6LJ9/Nra2qyuXrRseuwsAWdNLLEPnU4Hvb7TjZ+Kpf6HiiMKhzXvItbO3xaNjY3IyclBZGQkkpKS7FrR0ydxRExgjKd5rTwMCPTt3VCUTkSkCd6ae6GVbodZPJV7nn759g6RSNQlSsGuhCsvL4dKpepVQ1ZnMBgKsgdijpZ9/PirF8vKyrqcM1c1PeaXLrA/TPliyVYTXXtWDlMcg4ojCoDfwrqW3kUikYgTS3xMJhMKCwtRV1fncAuQXtWymMog0n0Dkf47MKTZsWMpPcJACan2EegkL8DkcSP3vLtFadwda++XNdsAfkNWtqaPjSyxxoKump8730TZ4uWBFnCWqxd1Oh0nltgmumVlZejo6OAEbn+LJa1Wy+3DiiV+Xzh3Ps+DASqOrnHYNBq7Gs3yQ2WtPYdSqURmZiZEIlGvWoDYHTkiSjD6HztFkSnLodegOA4DAyS6p6EnzTB63jnQ0+kWd/3it0d8WDZk5a+Eq6urg9FodFnbDHcvyGa/awZaHFkikUgE5+zMmTMICwuDwWAQNNFlhZIjvliOQMVS/0HF0TWMPS1A+EKGEILa2lrk5+dj6NChGDVqVK++xLoVR4SAMZ7vXG2mPwoGWofHp/QeBgQS/T8hMjcCuH6gpzPo6E1kxrLHmFqt7tI2g1/c7evr2+sbnbtHjtjvBXeeI0tYWBi3Go4vcOvr62EwGDixxEYDXdkXDrAulvLy8jBy5Ej4+PgIapaoWOoZKo6uUfjRou6W6LNpNaPRiNzcXLS2tiIlJYXLzfcGq+LIVAOR/gBE+oNgzLS4eqDxNH6G0ZGFkBv/b6Cn0gV3T/X15abDMIzVthmsE3RpaSnEYnGXBrr2vqa7iyN3jRxZYunwb6uJLuuLZTKZ+rWJLtD5Hra2tmLUqFEwm83Q6XTQarUQiURdCrypWOoKFUfXGPwWIAC6FUZA5weMXZrs7e2NWbNmOeQHYg2u5ohowOiPdEaJjBfBwL1vetcakUEXIW7/O65cfgQBgTEOt9G4FnG2cLNmG6BQKLqYG7L1Sj359bh7QTb7o8md5wj0bAJp6YulUqm4miV+E102DeeKJrpsRoAt3AZ+Ww1nMplgMplsWgdQsUTF0TUF611k7xcQIQQNDQ0wGAyIj49HfHy8Uz4wgT5lCBJ/BY+2k2Cg6vN4FNcRFliKqX47kV//OPLy6rl6GPZm7KrO6IMVV0dmWLPJoKAgxMfHw2QycTddvl8PP7LEX4Lu7pGjwZJWc9QE0s/PD35+fl2igW1tbSgvLwfDMAKPpb6kTlmsfc9ba6LLt29ht7Or4PhNdN39nDgbKo6uAfj29Zar0Wyh1+uRnZ0NhUIBkUiEhISEPs+jUiYDo34ZE4ce7vNYlP5DIq7AhLhXoBn5BlTaSMhkMsjlclRUVIBhGK7fmLP7V3WHO39R9+fcxGKxVb8e1jYgJydH0EDXZDL1m21Ab3CHlWo9wQqK3kZQrUUD+alTZzXR5deSdjcXa2LJaDTCYDAIxJJIJMKlS5cwY8aMAfPp6k/c91NCcQr2FF1bwrYACQoKwqRJk3D+/HmnzOXr3EL8J2MM/m8yg9uSDjllTEr/ICIN8NHeA5F0B3zjUhAXFydwhraW4gkJCXHJl6g71xwN9Nws/Xp0Oh1X+1JYWAitVguJRMK11wgMDHQrMeLuaT/A+ak/kUhkVxNdNgVn748Q1ovJEVHVnVhqb2/H9ddfD7lcTsURZXDDRovYEHBPHxKz2YzS0lJUVFQgMTERcXFx0Ol03Aekr7+IfyoshUpvwKazCchsvQ+bZn4MiVjXpzEp/QcDBaTaB6GTvASTx7wuzT6tpXh8fX0FztDuHLVwBu6WtpJIJIiKiuJ8yLKzs2E2m6HRaDjbAH6EYqDTpO5uNQC4vi7K2ueKrTNraGiwu4muM4wq+WJJo9EAAHx9rw3X3av7m+oaxbIFiD3CSKPRICsrC3q9XtAChP0CsFyd4Sg5DY2obVdw//6ySIRixWPYccN/EetT1utxKf0LAx0kuv+DnmyA0fM2wTbLFA/rMiyTyTizQ3Z5c0hIiMuWNw807nxzF4vF8PPzQ3x8PFcozEaWKisrAYATSyEhIb1K5/SFwZBWsydd5Uz4qxPZ17enia6z30uVSgVvb+9rZkEGFUdXGb1JozU1NSE7OxuRkZGYPHmy4Ne9s8TRjwUlXZ7LaujALd8sxba5+ZgTTdNsgwUGZkj0r4IhTTB4PWxzP0uXYXZ5s0wmQ21tLcxms+BG7Iwi1IFmoNNqPcFPW/ELhePi4kAI4dI5LS0tKC0t5dI5fNuA/pqfu8JGtwbqWrW3ia5UKgUhBHq93ilpMKVSeVV8Ru2FiqOrCJPJhIaGBvj7+8PLy8uunDTbAiQ5ORnR0dFd9uGLo95CCMGhwq7iCADatDrc/9MIrJ38AB4Z/w7EjBMa0lL6BS/DR2BIM/ReGwGm568SSy8YlUrFFXeXlZVxX/r9dSN2Be6WVrOku7QVwzBdal/Ym259fT0KCwsFEQpX1JQNhshRX38oOhtbTXRra2thMBhw6tSpbpvo2otKpXK4G8JghoqjqwC+d1FmZiamTJnSoxeRSqVCRkZGjy1A2C/SvoijjLoGNCptL9k3E4K3LwIZjU/iH7P/hVBpQ69fi9K/eBq/A0NaoZNsAxj7vzj5UQu+f49MJuNuxPxO9vwl6e4sQNx5boBj82OLttl0Dj9CUVVVxdWU9fWmy2ew1By5s4Bji/JZk9/k5GSuFrC0tBRqtbpXjY/Z5rvufn6chfueYYpdsA1jWVNHa73QLKmtrcWZM2cQGhqK6dOnd/trgC3G64s4+slG1MiSc9UdWPLlKqRXTOr1a1H6Hw/TWUi1awHS2usx2KXLCQkJmDx5MmbPno1Ro0aBYRiUl5fj5MmT+PXXX1FSUgKlUun26St3pS/ijY1QjBw5EtOmTcPs2bO52qXS0lLuHJWWlkImk1ltWG3P/NxZeACOeRwNJGyEi01vJyYmYsaMGZg1axaGDRsGk8mE4uJinDx5EhcvXkRJSQlaW1ttnjeVSmW1GPvEiRO46aabEBQUhIkTJ+KHH34AAKxevZpLP/IfCxYsAAC0tLR02cYKcZb333+fWxz04osvCraZTCY89thjiIqKwoQJE3Dw4EHB9ubmZixZsgTBwcG4/vrrUVxc7ND7RyNHgxS+dxG/BQjb7sMaRqMReXl5aG5udqgFSF/EkZkQHCkqtXt/mc6Ih9Jn4vHpk3BP0oe9ek1K/yM258Nbsxpa6ZsgoqF9Hs+ykz1/SXpzczOMRiMuX77M1V4M9CorlsEQOXLWjd3T07NL53q2piw/Px96vV7QMsOeAnx3j8oAg2OOgG0RZ9lEV6vVCuwe+E10WUNKLy8vLnLEJysrCytXrsTWrVuxc+dO7N27FytWrEBubi527dqFrVu3cvuq1WrMmDED69atAwC0t7cDAMrKyrgf6PzPzqFDh/Dwww/j008/RVhYGFauXInIyEisXbsWALBx40Z8++23OHjwIK5cuYJVq1bh0qVLGDduHABg2bJlCA0NxYkTJ/DGG29gwYIFKCkpsTu6yRD6E2zQYVl0zS8OPHXqFBITE7sIn/b2dmRmZkIqlWLChAmQSqV2v96xY8cwefJkBAYGOjzXX6trsWb/AYePA4AFI/zwStoHCPCU9ep4Sv9DEAytdCfM4nEue426ujrU1tYiOjqa+1IHOldZsWm4/l5lxVJbW8v9+HBHrly5gqioKKv1hc7Esr+YXC4XFOAHBwdbTdHU1dWhsbERkya5b/S4ubkZFRUVmDp16kBPpVvKysqg0+mQlJTk0HH889bS0oK77roLCQkJ8PX1hdFoxC+//CKoNauoqMDw4cMBdK5QDQsLw+bNm/H4448Lxn3ppZeQmZmJL774AgBw+fJlzJw5EzqddTuXZcuWITIyEu+++y4AYMuWLdi/fz+uXLkCg8GAmJgY7Nq1C3/84x8BAAsXLsTYsWOxY8cOXLlyBampqaipqUFsbCw3r08++QTLli2z632gkaNBRk/eRZZRHkIIKisrUVxcjISEBCQkJDh80+hL5OjHAsdCmXx+LlWiqHU1ds1LR1LQpV6PQ+k/GMgh1d4HnWQrTB6zXfMa/3PsHTJkCNeOoaOjAzKZjDPN8/T0FBQO97UfoKPzc1f6q6bHVn8xNrLEtszgr4Tz8fEZFFGZwZJW663PEX/hhNlsxg8//IAjR47gX//6F2praxEcHIzrrrsOc+fOxdy5czF58mTuWC8vLyQkJEChUAjGVCgU2LZtG65cucI9197ezhWRWyM9PR3vvPMO9+/58+fj6aef5lqutLS0YN68eYLt//73v7ljExMTERsby83ruuuuw/Hjx6k4utqw17tILBZzESW2BUhHRwemTJnSJZ9rL92l6rrDaDbj5+K+eRhVtalx+4GZePa6RKwa8e8+jUXpHxhoIdE9AT15CkbPFa55Dd61z19lxZrmsYXDNTU1yM/PFxQOBwcHu8yM0t0D8QOV9rO0DbDlAs2KWK1W61B0uz8ZDAIO6JxnX69zkUiE8ePHY/z48VAoFGhra8Pjjz+OY8eO4fjx49i2bRsWLFiA/fv3A+g8bwUFBVxqi2X//v2YPHkyRowYwT3X3t4OnU6HpUuX4uLFi0hJScFrr72G5ORkaDQaKBQKzrwUABftbGxsRENDAxiG4VK67PbGxkYAQENDg+BYy+32QMXRIMAR7yI2yiOTyZCZmYnAwECkpaX1acltbyNHF6pqINdoe/26LDqTCRt/CcSlpsfx3NR34O1Bm9W6OwxMkOhf+p8X0n1OHbsnAcL3gRkxYgQMBgOXJigtLYVGo4G/vz+XgnNmC43BUHPkDvOz5gLd3t6OiooKKJVKnD17FlKpVCBo3aVlxWARRyaTyanvGVtzlJycjOTkZDzyyCOcKz7Lnj17EBQUhMWLFwuO/eSTT3DXXXcJnktKSsJtt92GO++8EwzD4Nlnn8WiRYuQn5/PRZ5YM2L+/7P2H76+voLz4O/vD5msswRDLpcLjmW319TU2P33UnHk5phMJocaxjIMg8bGRshkMowePRpDhw7t85dhb8WRvavU7OWbfA3ymh/ErrnfId4/36ljU1yDl+FdMKQJeq+nAWZgvGEsC4fZAlSZTCZoocGKpb4uV3YH8WELd10Nxgra9vZ2SKVSjB49mlt+XllZidzc3F4tP3cFg0kcOdOPSaVSccaTLKwrPtBZL/bKK6/gueeeE3iUGQwGXLhwATt27BAcm5iYiD179nD/3rdvH6KionDy5EnMnTsXANDR0cFtZwVTaGgoFAoFVCqV4FwoFApuLqGhoSgqKhK8Hn+7PVBx5KbwvYvYL7SevnS1Wi3a29vBMAymT5+OgIAAp8ylN+LIYDLhaEm5U16fT1GLEqsO/A4vXZ+IRXHfOH18ivPxNH7zPy+kLQAz8MaOUqkU0dHRiI6OtloLw/f3CQkJcciMkqbV+gZ7s7NcrWitFY2/vz93ngIDA/vNmNHdTCBt4QpxZLlajcVgMGDVqlWYNm0aHnroIcG2nJwc6PX6HgvDIyIiEBYWhrq6OkilUgQFBaG+vp7bXldXBwCIioqCRqMBIQSNjY1cuq2uro5LpUVFRQmOZbePHTvW7r/X/eXvNQhbdM33LrKnBcjp06fh4eGBuLg4pwkj9vUdFUdnK6uh0LqmqaxSb8C6I9F4+dKj0Jv7ZjpH6R88TCch1d4PEPlAT0UAWwsTFxeHiRMnYvbs2ZgwYQJ8fX3R2NiIc+fO4cyZM8jPz0djYyP0en2347m7+BgM87MWlWG9esaMGYOZM2di5syZiI2NhU6nQ15eHk6ePIkrV66goqIC7e3tffJl64mrvSDbFiqVqkuqCui8X61ZswZyuRz/+te/ulxfBQUFVn9kWBZt19bWoqWlBWPGjAHQWWB99OhRbvuxY8cwZcoUBAQEIDk5GZGRkV22z58/HwAwb948FBUVcWk0nU6H06dPc9vtgUaO3Ahb3kXdYTabUVhYiJqaGiQnJ3M5V2ciFosd/rKx1kvN2XySaUB203q8dt3niPOvdvnrUfqG2JwDb8090ErfABHF9mksV93g+bUw8fHxnCu0TCbrkt4JCQlBUFCQ4Abk7uLD3R2o7Z2fZfRPrVZzdWVVVVUghLisb99gSas5O8KlVqu7GAazwig9PR2HDh2C0Wjkip5ZH6WWlpYux+l0OkyYMAF33303lixZArPZjHXr1iEtLQ0zZ84EADzwwANYvHgxFi1ahLCwMGzfvh2vvfYagE4ftLVr12Ljxo0YPXo0Ll++jBMnTmDnzp0AgPHjx2P27Nm4//77sWXLFrz++usIDw/HwoUL7f57qThyE/hpNAB2CSOVSoXMzEwAQFpaGnx9fdHe3t6rlWXd4WjkSGc04pgLUmrWyKjvwK0HV+DFmZdxY8KpfnlNSu8RkUpItauhk+yCWeyY/wpLf6auLPtW6fV6LgXHGuaxRochISE0rdZHzGazwy1IGIaBr68vfH19OWsHpVLJiSXLVCnbt6+378NgSqs5U8QplcoukaP9+/dj7969AIDk5GTBNvaz0NLS0iVqJJFI8NNPP+GFF17ArbfeCqVSicWLF2P79u3cnOfPn489e/bgmWeegVqtxhNPPIF77rmHG2Pz5s3o6OjA0qVLER4eji+++EKQNvv666+xevVqzJkzBxMmTMDhw4cdqlOjJpBuAN+7iHW57om6ujrk5uZiyJAhSExM5I4pLCyEyWRyKLfaExkZGQgICEBCQkKP+xJC8J+zF/DK2f71JWIAPDgVeHAcbV47GCDwgU6yDSaPmQ4f605GixqNhls9I5fLYTQa4eXlhaFDh3Luwu4kRk6dOoUJEyY4Ne3uTPLz8yGVShEfH++0Mdm+few5am9vh5eXV699sFwxR1dw+vRpJCcnIygoyCnjTZ48GTt27OiyEu1qhUaOBhB7vYv4GI1G5Ofno6mpCRMnThT4PACdUZ6e6iIcxd60msFgQE5ODn7qg/FjbyEA3vq1s3nta7P3IkRiv58Fpf9hoIZEtw56sglGz8H7Zevt7Y3Y2FjO6LCgoABKpRKtra0oLS2Fh4cHdwMODg4ecO+ewRA5cvb82L59QUFBiI+PF/hg1dbWIj8/Hz4+PoLIUnfRq2ux5ohNXdoqyL4aoeJogCCEQKfTcV8G9ggjhUKBzMxMeHl5YdasWVa/aHtTH9QT9qTV2tvbkZGRAQ+pFPlKtVNf3xFOV3VgxYE7sWPeeaSGnR6weVB6hoEREv0mMKQRBq81jh3rhjd4hmG4CERSUhLMZrPgJlxQUABvb29BvVJfu9g7ymAQR64WHnwfLKDzRx1rG1BeXo6cnBxBXVlgYKAgHXOt1hzZajx7tULF0QBgNpuh1+tx8uRJJCUl9dgAlhCCqqoqFBUVIT4+HiNGjOjRBNKZdDcmf24jRoxAkd4EjcHo1Nd3lEalBn/+biLuGROO9TO+GdC5UHrGy/AWGNIMvdcGgHH/m0538MUHv84lISEBRqNRYEapVqu7mFG6upbF3QuyB8KHydPTE+Hh4dz3sLW6Mn4j1sEQOWIX9zhznrZWq12tUHHUj7BpNHY1mlgs7rGAU6/XIycnB+3t7Zg8eXIXEy5Letvqozdjsmm09vZ2rj3JGwd/cupr9xajmeCdvGiU65/EKzPfg59n+0BPidINnsb9YEgLdJKXAKb7+g93LpPsLjLj4eEhuAnrdDquXikvLw9GoxGBgYGcWPL393e6kKGRo57x8vISdK3nN2Ktq6uDXq+HXq+HwWBASEiIS85TX2G/r50lttm/l4ojitOx1gKE3wfNGnK5HJmZmfD398esWbPssoJ3VVrNYDAInmPTaH5+flx7EpVej5PllU597b5yuESFota/Yte8n5EYmDHQ06F0g4fpGBjtg9BKdwCMexYM24O9N0qJRGJ1OTprGwCgixllX2/Cg0Ecudv8+I1YCSG4cOECAgICoFAoUFVVBQCcbYC7FOE7WxypVJ0tm2hajeJU+NEi/hJ9W+KIEIKysjKUlZVh1KhRGDZsmN0fNldFjljBRQhBZWUliouLMXLkSAwfPpyb27GScuiMzn1tZ1AhV+EPB67DptljsDL+PwM9HUo3iM0ZPC+kqJ4PcDN6G9WyXI7Ob8za1NSE4uJieHl5cVGlkJAQh/tmsXMb6MhMd7hD5Kg72O+68PBwhIWFgRDCnSe2CF8sFguK8B1xWHcWjqx8tgelUgmAiiOKk+jJu8iakNFqtcjKyoJWq+1VCxBXRY5YgZednQ2FQsGl0fgccnIvNWeiNZrw9PFgXGxcj01T3oHUY+CKxindIyJlkGpXQyt9HUQ0yuo+A/3L3BbOiszYaswqk8lQXV2NvLw8+Pr6cjdge3qNseLIXd87wH17v/HhCziGYRAQEICAgAAMGzZMUIRfX1+PwsJCSCQSwUo4R2wDnDFHZ8AWY7v7uXEmVBy5CNa7iBUq1i4qSyHT3NyMrKwshIeHIzU1tVeNFV1VkM3ar/v7+3NpND4KrQ5nKt3fpfqrPC3ymh/CrrkHMcyvcKCnQ7GBiDTBW3MvtNLtMIunDvR0HMIV4sPaCis2Bcf2GmOLhkNCQhAQENDlO4f9XnBnceSOaTVLulsFxi/CB8B1rZfL5QJRy2+g64oVi85uHaJUKt0iXdifUHHkZPgtQHryLmLTamazGUVFRaiursbYsWMRG9v71grOTqsRQiCTydDW1obExERBGo3P0ZIyGEyDw3yxoFmJWw8sxMvXJ+LGIQcHejoUGzBQQqp9BDrJCzB53Mg97+4F2f2Bp6cnIiIiOJ8zftFwdnY2zGZzl/YZgyFy5O5pNcCxObJd61mHdVbUWq5Y5IslZ4gaZ4sja61DrnaoOHIi1oquu/siEolE0Gq1OHfuHAghXAuQvuDMtBq7Uk4ul8Pf379bR1h3TqlZo0NnwKOHY3F3yiN4IuVteIoMPR9E6XcYGCDRPQ09aYbR886Bnk6PDFTBs2XRsEql4lbCse0zAgMDAXSukutNVLo/GAziqC9L+S1FrU6n48RSQUEB9Ho9AgICuHSptQigvXOkkaO+4Z6fkEEIvwWIPYaOQOevvdbWVgwdOlTQAqQvOCut1tbWxrUNGT16NNfd2BpytQbnq2r7/JoDwccZRmQ1rceOOf9BpE/VQE+HYgUGBBL9PyEyN0LvtX6gp9Mt7rAajGEY+Pn5wc/PD0OHDuXaZzQ3NwMALly4AKlUKiga7m8zSlu4e82Rs/2DJBIJoqKiEBUVBUKIIAJYU1MDk8kkWAlnr22AK2qOriV3bICKoz7T2xYgBQUFkMlkCAkJQVJS7xpwWqOvaTVCCCoqKlBSUsKtlGtubu5WcB0pLoPRyXVO/cnlug6sOLgS2+dmIy3y6EBPh2IDT+NnYEgLgHsHeiqDCrZ9hkQiQXV1NWbPnt3FEdoVqZ3e4O41R2xq0hXvD8Mw8PHxgY+PD9eORqVScWKpoqICDMMIirt9fHysvl/OjhypVCqaVqPYj6NpNADo6OhARkYG15zSFX3QCCG9+gWr1+uRnZ0NpVKJqVOncg0LGYbpVhwNtpSaNWRqHe79IREPTR2BB8a+B5HIfetarmU8TIcQ51+HjvYHB3oqVnGHyJEt2Ll5eHggLCwMYWFhAKyndizNKPsrmuPukaPuFtg4G34EMC4uTmDv0NzcjJKSEq53H/tgbQNcIY5o5IhiF+zSdnujRYQQVFdXo7CwEMOHD8eIESNQVVUFjUbj1HmxH1pH++qwhpMBAQFIS0sThNm7q2NqUalxsaaub5N2E8yE4I0LYpwqfQBvLtyHUGnrQE+JYgVfz2yMjXkFjPk9EFH3rXf6m8EgjiyxldqRyWQCk0NWLNmKVjgDd6856k9xZIk1eweFQsE5dxcWFnLpUqPR6NRzRMURpUcsvYvsEUZsm422tjakpqZyKxdcZdgI2P/LgRCC8vJylJaW2jSc7K6O6XBRKcxuvHqoN1xpJVjxzZ/w+u/OIyX07EBPh2IFX0k1zNq7oZW+CSKyvVCA8hv2RGWspXasRSv4ZpTO8u1hI97uLI7Y72t3EMCs2SS/dx+bLm1paYFer8f58+cFkaXeFuJTcUTpFkvvIktTR2t01wKkp/YhvYEVRPYUZev1emRlZUGlUmHatGncahZLuhNHV0NKzRpNah3+9F0qNswcjT+P3jvQ06FYQUQa4K1ZA610B8zilIGeDoDBGTnqDkuTQ9aMUi6Xo7a2Fvn5+fDx8eHEUl9uwIPFh8neBTf9jWW61Gg0IjQ0lLMN0Gg0gtoyRxodsyaQ1xLuK9HdCLboWq/XcwWDPX1ACCEoLS3FxYsXMXz4cKSmpnYxTnSFmzUr2HoaVy6X4/Tp0xCLxUhLS7MpjADb4qihQ4krtfV9nrO7YjCZ8copH6z57q/oMFw7DRcHEwwUkGoegMhwbKCnAuDqE0eWsGaUI0aMwJQpUzB79myMGDGC+747efIkLl68iNLSUsjlcoe+3wZLe5OBKlZ3BJPJBC8vL0RERCAxMREzZszAzJkzERsbC51Oh/z8fJw4cQKXL19GeXk52tvbuz1X1sTRiRMncNNNNyEoKAgTJ07EDz/8wG0bN24cdy9iH5mZmdz28+fPY/r06QgNDcWdd94JtVrYseD9999HYmIi4uLi8OKLL3b52x577DFERUVhwoQJOHhQ6FXX3NyMJUuWIDg4GNdffz2Ki4sdfv8AGjnqEUIIlEolamtruZRTT18wOp0OWVlZ0Gg03UZkXBE56mlcfhpt9OjRGDp0aI9/jy1xdKiwBFdXQs06Z5o8cNt392HXvCMYHZjZ8wGUfoVh9JDq/oaKurtg8FjF1cUM3HzcUxy5YiWYp6cnwsPDER7eWful1Wq5eqXc3FwYjUaBGaWfn5/NOQxkPY+9uHtNFIvJZIJUKhU8J5VKBY2O+bVlNTU1AuPQ4OBgwbmyTKtlZWVh5cqV2Lp1K3bu3Im9e/dixYoVyM3NxciRI9He3o5PP/0UCxYs4I5hy0mam5tx44034tFHH8U777yD+++/H/feey/+/e9/AwAOHTqEhx9+GJ9++inCwsKwcuVKREZGYu3atQCAjRs34ttvv8XBgwdx5coVrFq1CpcuXcK4ceMAAMuWLUNoaChOnDiBN954AwsWLEBJSYnDdhVUHHUDm0bTarUoKSnp1gSRpbm5GdnZ2QgNDcWkSZO6DTG7otVHd+Pam0azNp41f4+rNaVmjXK5Cn84MAfPzUnE8uH7B3o6FAsYhiA+7BNUtbbg/Pn5kEgkXLuN/vTxcXf3blcLN8sbsFqt5swoKyoqBO01QkJCBE1ZB0NarS8GkP1JTxEua7VlSqWSW7VYXl6O2tpa7Nu3D3PmzEFDQ4MgcjRhwgQuKwIAmzdvxptvvomDBw/i8ccfR3t7O0aMGIHIyMgur/3pp58iMjKSiwjt2LED119/PXbt2oXw8HDs3r0bf/7zn3HrrbcCADZs2IA9e/Zg7dq1MBgMeO+997Br1y5MmzYN06ZNw1dffYUPPvgAO3bswJUrV3D27FnU1NQgNjYWb775JsLCwvDDDz9g2bJlDr2HVBxZwdK7yMPDAyaTqdsvF7PZjOLiYlRVVSEpKQmxsbE9fshdFTmyJo5kMhkyMzMRHBzcZTWaPeMBwl9NNe0KZDc0OW/SgwCN0Yi/HwvF5eT1eGbKHkjE2oGeEsWCoaE/IipchHrVQ5DLFQIfH1YsBQYGuuwG5+5ptf68sTMMA19fX/j6+gqWostkMjQ2NqKoqIhryhoSEgKpVGpXZH4gGUyRI0fmyTAM/P394e/vzxmHFhUVIScnBwcPHkRGRgaKiopw8eJFzJs3D/Pnz+eEEQB4eXkhISEBCoUCZrMZSqWS6wNoSXp6OubNm8f9e/r06ZBIJDh9+jSWL1+O9PR0vPPOO9z2+fPn4+mnn0ZbWxvKy8vR0tIiOH7+/Plc1Ck9PR2JiYlcCy4vLy9cd911OH78OBVHfcWadxEb/bGlxtVqNTIzM2E2mzFz5ky7q/r7I61GCEFZWRnKysq4HK6jXz58ccRyLUWNLNmfq0V28yN4fe43iPPtXT6b4jq8zN8j1k+GsNBtADMKOp2Oi17wUz2sWHJ2WwR3vbkPtHDjL0WPj48XNGWtrKyEUqkEABQXF3Mi1t3anAymmqO+zFMkEmHMmDF45ZVXAABpaWlYsWIFjEYj9uzZg3vuuQcJCQnYvXs3FixYAK1Wi4KCAowbNw4KhQKEEDz99NO4cOECoqKi8Oyzz2Lp0qUAgIaGBkyaNEnwWhEREWhsbIRGo4FCoUBUVBS3PTo6GgDQ2NiIhoYGMAzDtV9htzc2NnJj84+13O4I7nXlDTC2vIvYi8zaBdfQ0ICcnBzExMQgMTHRoQvSFUv52XHNZrPdtU/2jAdQccQnv0mJld/8HltvKMX82O8GejoUCzxMZ8Fo10Ir3QWJJFSQ6uH3HSsrK+OM9Fix1Jel6dd6Ws0RLJuyymQyZGVlwWQyobCwEDqdjuszFhIS0q9mlLYYLGk1Z5pAEkKg1Woxc+ZM3HTTTQCA9vZ2nDhxAqNHjwYA7NmzB0FBQVi8eDEAYO3atVi8eDGefvppfPTRR1i5ciXOnz+PyZMnc706+fj7+3OfSfbf/G0AuO2+vr6Cc8AeC8Dm2N21v7IFFUcQehexoWf+lwjfO4jFZDIhPz8fjY2NGD9+vNXcak/0xc26O0QiERQKBXJzcxEcHNxj7VNPsHNjxVGFrA35TS1OmetgpkOnx8OH4rB60sN4fOLb8BAZB3pKFB5icz68Nav/54U0FID1vmPt7e2QyWTc0nRfX19OLAUFBTn02XE3AcLH3VtziMVieHh4YMyYMQA6e0+yN0R+wTBbRzYQjVAHS1rN2REuy4LswMBALFmyBABQV1eHV155Bc899xxXQ8ZPi6WmpiI9PR379+/H5MmTERoaio6ODsH4CoUCoaGhXCqOv12hUADoLOhWKBRQqVSC88Aey+5TVFRkdWxHuebFkdlshtFo7LYFCMMwglRVR0cHMjMz4eHhgbS0NEFRoSPwI1LOCh8TQqDX61FaWoqkpKRepdEsYa0LWHH00zUeNeJDAHx4xYSspsfxzzmfIcJ7cDbgvVoRkdr/CaSdMIvHd93OKxAGOg1b2aLU4uJiaLVah6IX7iyO3HluQNeaKG9vb8TGxnYpGG5tbUVpaamgdQZbs+RqBos4ckX7EGs+RwaDAatWrcK0adPw0EMP2Tw+KSkJdXWdnRSioqJQX/+bBYzJZEJTUxOioqIglUoRFBQk2M4/TqPRgBCCxsZGLt1WV1fHpdIsx2a3jx071uG/2f3PsovgexeZTKYevYvEYjGMRiOqq6tx7tw5REREYNq0ab0WRoD1dFVf0Ol0uHjxInQ6HeLj4+1apm8vfE+maz2lZo2LtR1YeeA2nGua1/POlH6FQRuk2vshNp7ocV9PT0/OG2bmzJmYMWMGoqKioFQqkZmZiVOnTiE7Oxs1NTVQq9VunUazxN3FUXfCgy0YHjp0KFJSUjBnzhwkJyfD29sbdXV1OHv2LM6dO4fCwkI0NTXBYDD0+xzdCWem/9hUtGW6ymw2Y82aNZDL5fjXv/7FXVtspIe/X1ZWFhcRnD9/Po4d+82X7Pz58zAYDLjuuuu47UeP/tYA/NixY5gyZQoCAgKQnJyMyMjILtvnz58PAJg3bx6Kioq4NJpOp8Pp06e57Y5wTUaOLFuA2LNCQiQSoaioCCqVStACpC9YS9f1ltbWVmRlZSEkJAShoaFdDCf7Chs5KmmRoaRV5tSxrxZa1Frc8/0YPDJtBNaOfR8iZvDcOK92GGgh0T0JPXkKRs8Vdh9nGb1gV1s1NTWhuLhYsNoqJCTErQWIu7fmcCTtx4/48VtnyGSyLisUHXWD7mmO10JBNh+tVguTySQQR6wwSk9Px6FDh2A0Grmi5wceeAA+Pj5Ys2YNYmJisGPHDjQ3N+Oee+4BANxxxx3YtGkTnn32WaxatQrr16/HbbfdxqXUHnjgASxevBiLFi1CWFgYtm/fjtdeew1Apwv42rVrsXHjRowePRqXL1/GiRMnsHPnTgDA+PHjMXv2bNx///3YsmULXn/9dYSHh+PGG28U/E1KpRKtra0wGo0QiUTw8/PjrA3Ya/CaE0esdxE/WtQTbW1t0Ol08PLyQlpamtN6CVmm63oD60xbXl6OMWPGYMiQIcjKynKJ87bZbKYptR4wEYKd5z1wpfFJvHrdRwjyorVZ7gIDEyT6l8CQJhi87nP8eF4rDbbxJ3tDrqioQG5uLkQiEZqamuDl5eW0G7KzcGfhBvRNvFm2ztDpdJzBYX5+PgwGAwIDAzkh6+/v36v3YjAUZJvNZhBCnHbtse7V/LTa/v37sXdvZ1ul5ORkwf5tbW147rnnsH79epSXl2PatGk4fvw4l/oKDQ3ljB737NmDm266Ce+++y53/Pz587Fnzx4888wzUKvVeOKJJzhhBXR6KnV0dGDp0qUIDw/HF198IUibff3111i9ejXmzJmDCRMm4PDhw/D09IRer8f333/PLVJqaWnhLHu8vb0RGhqKyZMnY9asWYiOjgZDBlNcuA9YehfZ0x+H7ybt6emJxMRELs/pLI4ePYqpU6ciICDA4WN1Oh0yMzOh1WoxadIkTtlnZ2fD29sbI0eOdNo8T548iaSkJKw+eBgV8janjXs1Exvgg61phzE1Jnugp0KxwOCxHHqvpwHGeeJFp9Ph8uXLkEgkUKvVAssAS8fhgaCmpgatra2YOHHigM2hOxobG1FTU4PJkyc7dVzWjJKtJWNXRFmaUdpzboqKisAwDEaNGuXUOToTo9GIEydOYM6cOU6pZa2oqMDEiRNhMBjcSuzbi16vx6effopz585BJBJBo9Fg+PDhiIiIQEREBHx9fVFZWYni4mLk5uYiPz8fK1asuDYiR9a8i+xtAaJWqzF16lQUFRW5xM26t5Gj1tZWZGZmIjQ0FKmpqYIPgSv8k0QiEQpbWqkwcoBahRqrD83G41OTsGYcddV2JzyN34AhrdBJtgBM7+sG+UgkEnh4eGDIkCEIDw/n3KHZVI9IJBJ0s++PAmI+7h45ctVqOr4Z5ZAhQziTQplMhubmZhQXF8PLy4s7L8HBwTazA2azud/c1nsL/z7nDNiVau587XQHIQT+/v5ISUnBzTffjKFDh3a7v16vx+7du69+cWQ2m7mGsfZ2U25paeHqd1g3aVe6WTsyLiEEJSUlqKiosOnE7Yq2JCKRCEfLq5065rWAkRBsuxCK89VrsX3eZ/CXqAZ6SpT/4WE6CUZ7P7TSnQAT7JQxWQFizR1aoVBAJpOhrq4OhYWF8Pb25mqVHLUM6Mvc3JX+KnYWiURd0qOsnUN1dTXy8vJs2jkMhpojR0pG7EGlUglqcQYbEokEq1at4v5dX18PDw8PhIeHc9ccP4Hm5eWFdevWXb3iiE2jGQwGq95F1jCbzSgpKUFlZWUX4eFKN2t7hYxWq0VWVhZ0Oh1mzJjRZfUAi0gkgl6vd+Y0IRKJ8Eul40ZalE5+qRfjDz8+gNfnHsLIQJpmcxfE5hx4a+6BVvoGiCjWKWNa+54RiUQICgpCUFAQEhISYDAYuHql3lgG9AZ3L8geqPmJxWLufQds2zkEBwdDo9FYXdLuTvTXMv7Bglwux86dO6FUKvH73/8en3/+OSIiInDfffdh2LBhAKx/Zq9KcdSbNJparUZWVhaMRqPVFiD90eqjO9hoVlhYWJc0mrUxnR05qlCq0aBSO3XMa40ymQqrDt6AF+YkYsmw/w70dCj/Q0QqIdWuhk6yC2ZxUp/GsreE07KbvbUO6fxVcPbWxHSHu5tAussyedbOgW1RwZ4buVwOhUIBhUKBtrY2q93r3QFnR7eUSuWAGG46iytXruDMmTMYNmwYnn32Wdx77704deoUtm3bhrfeesummLzqxJGtFiDdwbYAiY6OxpgxY6y+UQMljrqLZtnCFWm1X1vkTh3vWkVjMGLD0XBcGrcOT03eA4lYN9BTogAQkVZItWuhk2yDyWNmr8fpberK29sb3t7eiImJ4SwD5HI5mpubUVJSAk9PT04oBQcH98qqYzCk1dxxfvxzo9PpuDQb272etRVgz01fvO+cgbNX1Fm6Yw82amtrMXbsWDz22GN45513cM899yA0NBSff/55t8ddNeKI9S7Kzc3FsGHD7PqlZTKZUFBQgPr6eowbN65Lwzo+rqw5siVktFotMjMzodfru02jWRvTmXMlhODXZupt5Ez+k6NDTvNj2HnDlxjiWzrQ06EAYKCGRLcOerIJRs/FvR/HCY70bE3MsGHDujRozc3NhZ+fHyeW7LUMGAziyB0iR91BCIGPjw+ioqK49jMKhQJyuRz19fUoLCyEVCoV1Cs523OuJ1yRVvPx8XHaeP1NcnIyDAYDwsLC8MILL6CxsRG5ubldvI8suSrEEetdZDabUV9fj+jo6B5PplKpREZGBsRiMdLS0nrcXywWO72Ohx3XmpBpbm5GdnY2wsPDMXnyZIeKNZ2dVrtS2wCZzvl/+7VOTmMHbjlwM7beUIy5MT8M9HQoABgYIdFvAkMaYfBa4/DxrnBGsWzQqtfruZ5jfA8fVizZSvO4uzhy95oooGvKil9LFh8fz5lRslElNurCRpWCgoJcXtDtCnE0mCNHKSkpGD16NKRSKTw8PCCTyTB16lTMm9fZzcDWezWoxREhRCCMRCJRjxEeQgjXYHLo0KEYNWqUXR/I/lqtxk+jjR07FrGxjheJOjutRo0fXUe7Vo8HfxqGe1IfxLoJ79LmtW6Cl+EtMKQZeq8NAGP/Dbs/BIiXlxeioqIQFRXFefiwYqmiokKQ5uFbBri7+HDXtBqfnlJWlmaUfCFbUFAAvV7PCdng4GCXFN5TcSSEdcAGOq+xpKQkJCV11hYaDAZudSn/AQxicWSr6NrDw8OmiDEYDMjNzYVMJsOkSZO4C9ge+mO1GptGMxgMVovC7cWZaTUzIThcRMWRKyEA3r9MkNm4Hv+Y8ykivOt7PIbiejyN+8GQFugkLwGMfa74/R2d6c4ygE3zeHt7Izg4GFqtdsDrYbpjMCyTdzT1Zylk+YX3VVVVIIQIzCidsWTe2elJtiD7akAkEkGr1SI9PR1nzpyBQqGAVCqFv78//Pz8YDabsWjRIiQlJQ1OccRvAWJZdG1LxLS3tyMjIwM+Pj6YNWuWwy1AnF3Hw8LOt7m5GVlZWYiIiMDYsWP79CXhzLTasdx8tKo1ThmL0j2/1iqx8sAf8M95lzEtoucmqRTX42E6Bkb7ILTSHQBjn4v9QEY/+GkeoNMtmb0Zt7e3o7W1FR0dHdzNOCAgwG2iSe4e2QL6JuAYhuH6d/F79cnlcrS0tKC0tBQeHh4Co9DetKpyduRIrVYjMDDQaeMNFKxo/Oqrr/DUU0+BYRhERERAqVRCrVbDZDKhtrYWgYGBg08c2dMCRCwWcw1l2WMqKipQUlKCESNGID4+vldfXt1FpPoCwzBobW1FTU1Nr9NoljgjrUYIQVlZGfb/ernP86HYT4tah9U/jMMjU0fh/uQPBno61zSl6jE4IU/FqdYw1Gi+xd/HX49p4UO6PcbdujGxZnes4Z1YLIafnx9kMhlqa2s5ywBnRi56y2BIqzkzKmOt8J6N+rGlHz4+PpxYCg4Otqv21BXiyBn3pYGGPXf79+/HvHnz8NFHH3W7/6ARR/Z6F/FFjE6nQ3Z2NlQqFaZOncr9muoNrkiraTQa1NfX2/RW6i19jXLp9XpkZWVBoVQiX02Xmvc3JjPBzvNeyGh8Eq/O+hCBErpSsD9oM4TiVNtMnJINw5kWoFbD+np1AAD+euYb3DZ8PNYnz4SPh/UVSO5c9EwIgaenJ2JiYjjLALaNBhu5YC0DWLHUnyutBsNqNVc2nhWLxZwIAiAwCi0tLYVGo4G/vz93bgIDA63Oxdni6GpJq7Hv1cSJE+26rgeFOHLEu4gVMa2trcjKykJwcDDXAqQvODut1tTUhOzsbPj4+CAgIMCpBW99Sau1tbUhIyMDgYGB8BgyDG2X8pw2L4pjpFeocIvsbuyc9wvGhVwa6OlcdRjMHrjcMQ0nZUk43eqL3HYlTIQAsG52SgDsq8jGqaZKPJ8yz2YUyZ3FEX9uDMPA398f/v7+XOSCbaNRVVWFvLy8fl1p5e5pNUJIv87R0ihUq9VyZpS5ublcY2NWLLGrFJ3d/02tVl9V4uj//u//sHbtWnz00UeYNWsWCCHw9fWFVCqFRCLhLHPcWhyx3kVsmsweU0eRSITm5maUlZVhzJgxGDJkiFO+rJyVVjObzSguLkZVVRWSk5NhNBrR1NTU53H59CatRgjhOhOPHDkSw4cPx6ZDx506L4rj1Cg0uPPbmfi/tET8cdS/B3o6g55yzSickE/BqdZwXGjVQmk0ADCDjQ7ZQ61agb+e+Qarho/D48lpgiiSu6XV+PR0Y7dso6HX67l6pYKCAs4ygL0Z+/v7O1UIunvkiP1OHaiicalUiujoaERHR9tcpRgUFAStVougoCCnRTEH+2o1S5qbm1FYWIiff/4ZsbGx3DXn5eWF1tZWHDx4EKNHj3ZvccTWFwEQLLGzhUajQXNzM8xms0OmifbgjMiRRqNBZmYmTCYTl0Zj8/7OhI2e2fvhMBgMyMnJQVtbG6ZMmYLg4GAYTCYcLSl36rwovUNnMuGFk4G40rgez894Fz4etHmtvSiMQTjVNgsnW4fhTCuDGrUwVdZbCID9FTk41VSJF1Lmc1Ekd06rOVrT4+XlhcjISERGRnIrrWQyGWQyGSorK53uDO3uNUfs97Q7CDhrqxQ7Ojo4sdTR0YHm5mbB+eltivRqEUes+F6zZg28vb3xf//3fwgODoZOp4NWq4XRaERLSwvnJ+bW4sjSd6A7GhsbkZOTA29vb/j6+jpVGAGOCw5L2DRaVFSUoEWJK2qZ2A+vPXNVKBTIyMiAt7c3Zs2axX2AzlRUo0NH643ciW+LtMhveQC75v6AEYE03WkNI/HAlY6pOCkbi1MtvsjhUmWuWXFZp+7AX898g1uHj8MTyWkABk9azRH4K62GDBkiuBnznaHZyFNQUJDDqZ3BEjlyxzmKRCIEBgYiMDAQbW1tCA8Ph7e3dxdXdbamiW2B0hOEEKhUKqffTwcC9tqvrKzEhx9+iDlz5nS7v/udZR72CCOTyYS8vDxkZ2dj7NixXMjR2bBixtGxzWYzCgoKkJmZiaSkJCQnJ3dxWHWVOOouIkUIQU1NDc6fP4+YmBhMmTJF8MuCGj+6JyUyFW47OB/fVawY6Km4DSWKoXgz/ybccWY1Jh2/G7dfGIO3SszIbOv4nzByLQTAFxU5WHn8cxQa+haRciXOjGqxN+P4+HhMnjwZs2fPxqhRo8AwDEpLS3Hq1ClcvHgRZWVlkMvldkXH3b3myGQy2f1jfSAxm83w8PBAaGgoRo4ciWnTpuG6667j6sqKiopw8uRJXLp0CeXl5Whra+v2/KhUqi41RydOnMBNN92EoKAgTJw4ET/88JvD/7vvvosZM2YgMDAQv/vd71BUVMRta2lp6WK4yBags7z//vtITExEXFwcXnzxRcE2k8mExx57DFFRUZgwYQIOHjwo2N7c3IwlS5YgODgY119/PYqLi7lt7Hnbtm0bTpw4AbW6+0bqbh056gmlUonMzEyIRCKuBUhVVZVgKb+zYAWN0Wi0Ozyp0WiQkZEBs9mMtLQ0q0Vtzm71wZ+ryWSy+uvAZDIhNzcXLS0tSE1N5cKILDqjEcdLaUrNXVEZjHjyWBQujXsUf5/8zjXXvLZd749jTVNwUZ2E0y0iVKv5aUbn223YS526A2+hA7UFZ/F/E+fYXNE2ULgy5WfpDM0WD/MtA4KCgrjIkjXLgMGQVnNn8cZibbUaP0UKQGBGWVNTIzg/wcHB8PX15c6FZVotKysLK1euxNatW7Fz507s3bsXK1asQG5uLn7++We8/vrr2LZtG+Lj4/Hkk09i6dKlyM7OhqenJ9rb2wEAZWVlXMsu/jk/dOgQHn74YXz66acICwvDypUrERkZibVr1wIANm7ciG+//RYHDx7ElStXsGrVKly6dAnjxo0DACxbtgyhoaE4ceIE3njjDSxYsIBr3MxSXl6OTZs2QSaTYejQofDz84O/vz98fX3h7e2N+fPnA3BzcWTrg9JdCxBX+RGxF5u9QoZN81mm0ayN6+z5su+btbmyPeU8PT2RlpbGtRbgc6q8Ciq9walzojifz3MMyGl+BDtu+BJDfK9eMWskHsjsmIITsrE43eqHLLkSJrguVdYXCICvawpwvrUWmyfNw4zwuIGeEkd/RmYsi4eVSiXkcjlaW1sFZofszVgikbi9+BgMDt6AfUv5vb294e3tLbB04J+fo0ePoqCgAHPmzIFSqRSIowkTJuDixYsYPnw4AGDz5s148803cfDgQdx333245ZZbuBV2mzZtQlpaGrKzs5Gamor29nZ4eXkhPj7e6rx2796NP//5z7j11lsBABs2bMCePXuwdu1aGAwGvPfee9i1axemTZuGadOm4auvvsIHH3yAHTt24MqVKzh79ixqamoQGxuLN998E2FhYfjhhx+wbNkyLvJ34MABLFy4ED///DOUSiU0Gg20Wi0MBgP0ej3XQ9WtxZE1jEYjcnNz0draipSUFO4ksLiqzQfDMBCJRD1GpcxmMwoLC1FbW4vk5GRER0d3u78rIkcMw1h9H+rr65GTk9NjT7kfC4qtPk9xP7IbVbjlwFJsuyEf18ccHujpOI0qbQJ+kU3DKVkEzrfq0GHQo1N6uG/aik+dpgP3nTnA1SK5QxRpoCIzfMuAoUOHcpYBcrkc1dXVyMvLg6+vL3Q6HZRKZb80Z+0NrvQ4ciaO+hxZnh+z2QwvLy9oNBp8+umnAIAbb7wRCxcuxIIFCzB37lxOGAGdUamEhAQoFAquSJyF7WGmUCgAdHaqsMxU8ElPT8c777zD/Xv+/Pl4+umn0dbWhvLycrS0tHANY9nt//73v7ljExMTOcNKLy8vXHfddTh+/DhuvPFGbsHAiRNduw8YjUZOHLEMKnHU3t6OzMxMeHt724x6WDpkO5OehJdarUZmZiYIIZg5c6Zd3hCuakvCX87P1j3V1dVh4sSJiIiIsHmc2mDAibJKp8+H4jratXo8cGgk/jopAY9OfBdixrliuz/oMAbiTPtMnJLF43SLGJUqNlU2OMSQNdhapNONlW4RRXKXlXR8y4ARI0ZwlgH5+fmorq5GWVkZ15zVFZYBvcXdI1ssfY1wsWUqaWlpaGpqwsiRI7F161acOnUKmzZtQn5+PlJTU3H06FEEBARAq9WioKCAS23xycjIAABuW3t7O3Q6HZYuXYqLFy8iJSUFr732GpKTk6HRaKBQKBAVFcUdzwYXGhsb0dDQwLX84G9vbGwEADQ0NAiOZbfX1tbi8ccfR0xMDGbMmIHJkydzdhUsYrEYHh4eghWXbi2O2A8E34MnISEBCQkJNj8sroocsWPbivI0NjYiOzsbMTExSExMtPviZMd09hcXK47UajV3gbJ1Wd1xorQCGheJS4rrMBOCdy4zyGh6Av+c/QlCvRsGekrdYiIiZCqn4KRsHE63+iNTroSRmAFoB3pqTqdO04G1Zw5g1fBkPD52Fnw9ByaK5C7iyBK2HqaoqAjjx4+Hp6cntyS9qqoKALgl6SEhIQPWPHewiCNnRriUSiXEYjFWrlyJVatWAejMQJw+fRoBAZ29Bvfs2YOgoCAsXry4y/E7duzA0qVLuVq0pKQk3HbbbbjzzjvBMAyeffZZLFq0CPn5+Vx0ib8yjv1/9nrw9fUV/G3+/v6QyTo7CMjl8i6r6vz9/VFVVYVFixahsLAQhw8fxtmzZzF06FCMGTMGo0ePRkhIiPVuG71+1/oJvV6P7OxsdHR0cB483eGqmiPAelSKn0YbN25cF+XaE+yJtlU83Ze5tra2oqKiAtHR0RgzZoxdHxi6Sm1wc75GiRUH78A/5v6KqRGnBno6Amq0w3FCPg2nZJE416JHO5cqUwz01PqFLypycbqxasCiSO6+GoyNeNiyDGhoaEBRUREkEomgXsmZbtD2zM+dYX9oO2ue7Eo1/nUTHR3N1QTV1dXhlVdewXPPPddFtB4+fBg//vgjzp8/zz2XmJiIPXv2cP/et28foqKicPLkScydOxcA0NHxW7SYFUyhoaFQKBRQqVQCkapQKLg0XWhoqGBlHLs9PDwc99xzDwCgoKAAhw8fxvfff4/09HQkJSVhypQpGDlyJMLCwgTZHrcWR0ajEWfOnEFgYCBmzZpl14egr35EPY3Njxw5GpWxNSZgf6G3PZjNZhgMBpSWlmL8+PE91j2xqPR6nKqocto8KANDk0qLu3+YgPXTRuHesd03V3QlSmMAzrbPxElZAk63iFHBpcqUAzangYaNIt06LBlPJPdvFMldI0cs1sQb378nPj4eRqOR6zdWXl6OnJwcBAQE9NhvzBkMhpojNjDgbHFkDYPBgFWrVmHatGl46KGHBNuqqqrwxz/+ES+//DImTZpkc/yIiAiEhYWhrq4OUqkUQUFBqK+v57bX1dUBAKKioqDRaEAIQWNjI3dPq6ur4wISUVFRgmPZ7WPHjuUE1ZgxYzBmzBg8+uijqK6uxpdffomtW7fCYDBg3rx5uPHGGzFlyhR4eHi4tzjy8PBAamqqQzlnsVjM9cBxhThiL76Ghgbk5OQgJibG7qiMNfiRI2eg1Wo5F+7ExES7hREAHCsph844cEuhKc7DZCbYfk6KK41PYMusDxHgJXf9axIRspWpOCkfj1MtAci4ilNlfeW/lbk401SFzSnzMCOif6JI7rxUnhBi1/wsLQN0Oh3n2s32G2ONDkNCQgRL0vvKYEirObvFiS1xZDabsWbNGsjlchw8eFDwHre2tuLmm2/GggUL8OSTTwqOUygUXDoOAGpra9HS0oIxY8YA6CywPnr0KO644w4AwLFjxzBlyhQEBAQgOTkZkZGROHr0KO666y5uO7v0ft68eVi3bh1qamowZMgQ6HQ6nD59Go888ojV8xYXF4d169Zh3bp1kMvl2L9/PzZu3IiamhosWrTIvcURAAQGBjpkvNgbPyJHxjYYDMjLy0NdXV2v0miWsKvgnCGOWltbkZmZibCwMK4DtyPQlNrVx9FyNW6RrcHOeceRHHzZ6ePX6obhpHwaTrVG4VyrAXI967l0baTK+kKdpgNrz/ZfFMmdI0fsd7yj4kMikQgsA1QqFSeWysrKOMsAVixJJJJez3EwiCM2uuWs88yKI/54rDBKT0/HoUOHYDQauaJoT09PLFiwABEREdi1axfXN9TLyws+Pj6YMGEC7r77bixZsgRmsxnr1q1DWloaZs6cCQB44IEHsHjxYixatAhhYWHYvn07XnvtNQCdwnjt2rXYuHEjRo8ejcuXL+PEiRPYuXMnAGD8+PGYPXs27r//fmzZsgWvv/46wsPDsXDhQm7uzc3NKCkpQWpqquBaCA4Oxn333Yf77rsPKpUKe/fudX9xxDBMr8SRK+qOCCEoKyuDVCrtdRrNGn1dzk8IQWlpKcrLy5GUlITY2FhcvHjRoTHbtVqcqaju9Rwo7kt1uxp3HJyJp9JG4Y5R+/o0ltrki7Pts/6XKvNEmZJNkV27qbK+8t/KXJxuqsLmlLmYGTHUZa9zNYojPgzDwM/PD35+ftyS9Pb2ds7oMD8/H76+vpxYCg4OdijCMpjEkbNQKpVdIkf79+/H3r17AQDJycmCbffddx9XasIPHNxwww04fvw4fvrpJ7zwwgu49dZboVQqsXjxYmzfvp2b8/z587Fnzx4888wzUKvVeOKJJ7h6IaDTU6mjowNLly5FeHg4vvjiC4wdO5bb/vXXX2P16tWYM2cOJkyYgMOHD8PDw4O79vPz8/HUU09hxowZmDBhAiZOnIiYmBiEhoZy14Kvry8efPBBMMSd20ijM6/pqHA4cuQI19jVWTQ0NCAzMxOBgYGYNm2aUy/A9PR0TJw4scdic2vo9XpkZWVBrVYjJSWFC1leunQJYWFhGDZsmF3jfJ2dj02Hjzv8+pTBxfxYA16b9xl8PO0zUDSbGeSoU3FSNg6nWgNxRa6Cwcm+XJTfcGUU6eTJk0hJSXHLPlkGgwEnT57E9ddf77KiZ4PBwLlCy2Qy6HQ6BAYGclGlgICAbsVjWVkZ9Ho9lwJyR9ra2pCbm4tZs2Y5Zbz3338fP/30Ew4dOuSU8Qaauro6fPnllzhx4gSys7MREhKCyZMnY9asWZg2bRqGDRvGXX9uHznqDc70OjKZTCgsLERdXZ3LCv56m1aTy+XIyMhAUFAQZs6cKUijORqNoim1a4OjtZ5Y8fW92HnDd0iKsO6qXa8bghPyGTjaEIpfZWYozOxnafB6Dg0WXBlFcufIEftd5cr5eXp6IiIigvPJ0Wg0nFCqru6MmvO72FtmBgZLQbYzxaW1yNFgJiYmBo888ggeeeQRAMDx48fx1Vdf4ZlnnkF5eTmef/55bNy4sXP1+ADPtUd682Fx1nJ+lUqFjIwMzhSrqqrKZa1JHBEyhBBUVFSgpKQEo0aNwrBhw7q8T3wTyJ6QqzW4UF3r0Jwpg5dKpRF3HV6CzWmlWJLwPVQGKX6um4iTshG4rAxApY6tG9J3Ow7FNdRrOnDf2YO4ZdhYPJl8ndOiSNe6OLLE29sbsbGxiI2NBSGEswxobGy0ahkwWJbyO3OOln3VBjt6vR61tbWorKxEU1MTWltbERgYiMmTJ0Oj0SAoKIjb1+3FUW9whhFkfX09cnNzMWTIEIwePRoikQhisRg6nfObfDoyX4PBgJycHLS3t2Pq1KmCk8nHkWjUkeIyGGmq5JpCpTdgQ/pQZF38P3we2goNYa+Va6uJrTvzZWUeTtSV4+nk6zBv6Og+Cwd3X63mzEJiR2EYBgEBAQgICMDw4cNhMpm6WAZ4enrCx8cHcrncpZYBfcHZ0a3ulvIPJtiI2t69e7F79254eXnBw8MDI0eOxIwZM7BixQrs37+f218sFl+94qi3aTWTyYSCggI0NDRgwoQJAqtyV7lv2ytkFAoFrly5Al9fX6SlpXW7Gs+RaNRPhbSX2rVIBCPBmY8qcd24CFycr4Pcg0aK3I1mgwbrM45gVv4l3BM7DkPCIxASEtKrlbjuHjlyp7mJxWKEhoZyBoM6nQ7Z2dkwmUycZQDbxd7ZlgF9wdlpNZVK1W0vtMECe270ej2MRiOmT5+OhQsXIikpCcHBwQJ7ARa3F0e9ueB6K2Is02iWjp+uEkc9CRlCCGpqalBQUNBj+xQWewVXs1KFSzX1Pe5HufpIVnij0kxQldWIMU3+aL3FH0U+tK7IHTmtk6Gw+gL+1DYMwwxi+Pv7czdme6IYzlgN5krcfSWYRCKBl5cXgoODMWTIEKhUKq64u7y8HGKxWNDipC+WAX3BFeLI3kU97gx7bT300ENYvnw5jh07hi+++AI1NTVISEjA+PHjMXXqVEyfPp07d24vjnpDb2qO6urqkJubi7i4OC6NZokrxZGtcY1GI/Ly8tDS0oLU1FS7VbxIJBJ0GLbF4aJSmN17wSLFRejy2rj/lzV0QPKBBtfdFoNTkS0DNymKTVoMWuyQFWL5kDH4S2QUdIoOgfEhe2P28fHp8uOJFUfuEN2whru3NgF+E3B8y4C4uDjOMkAul6O2thb5+fnw8fHhzkdQUJBTW0N1h7PFkVqtdppljbsQGxuLP/3pT/jTn/6EyspKHD9+HF988QU2bNiAAwcOcB5MV6U4ckTEmEwm5Ofno7GxsceO9a5Mq1mLHCmVSmRkZMDT0xNpaWmQSqV2j2lvWu0QXaV2TZIAHzRU1Aie02uNaP5XFRbdNAyHk5thds/76DXPNzUFONdag80p8zArKYkzPmxtbUVpaSk8PT0FhcReXl4DUvDsCO6WVrOGreiWSCTifJMSEhI4ywC5XI7i4mJotVoEBARw58Tf399lQtDZEbirpSCbTSkfP34c2dnZqKqqQm1tLerr61FZWQmJRILly5dj/PjxADo/J24vjnqbVrOn5ogVHx4eHlbTaNbG7a/IERvJGjZsGEaOHOnwBW/ParWGDiUy6ty7ezvFNSS0eKLMxrbyHyuxoCEK565XQ+HpHEsMinNp0Chx/9mDWPm/FW1Dhw7F0KFDYTKZOOPDyspK5Obmwt/fn1u44a62du6eVgPsXwlmyzJALpdzlgH8eiVvb2+nCUNXpNWuBnFkNBrh6emJDz74AOfOncOQIUOQnJyMxYsX47rrrsPw4cMF+w8KcdQb7EmrseJj6NChGDVqlF0fzP4oyOYXhPcUybJ3TFscKiyBe35VUlwJQwjk2c3d7lN5pQFj63xRu8QT1cGGfpoZxVG+qszDmaYqPJcyF7MiOg3s2Jsu0FlILJfL0dzceb7PnDnTYwpuIBgs4qg3c7RlGdDU1ITi4mJIJBKBv1Jf2l6ZTCan1jsNdnEkl8sRHBzMeQA+8MAD2Lp1K4YMGSLYz1rblatSHInFYpv1Nvw0WkpKCsLDwx0a11WRI71eD7VajYyMDDAMY1ckq6cxe4ocUePHa5PxJADypsoe95M3qhD4iRhxd8TiTDitQ3JXGjRKPHD2W6wYOhYbxl0HP54vkkQiQVRUFIKDg9Hc3IzU1FS0tbWhpaVFkIILDQ0V3ET6m8FQc+SMZfLdWQbwI32sWAoMDHQoEuTMyBHbq24wi6OzZ8/iv//9L2bOnImVK1fadA7n92RVq9Worq6+esWRtbSao2k0a+O6ShypVCqcOXMGMTExGDNmTJ8/hD1Fjqrb2pHT0NSn16AMTiLriN2d0Aw6E2R7q7Bo8TAcGtME4gZRBop1vq7Kw9nmKmyaOBfXRQpXGLHpNH9/fwQEBHApOEsvH35tTEBAQL8JlsFcc9QXLC0D9Ho959qdl5fHWQawYsnPz6/b98nZc1Sr1YNaHCUlJWHSpEnIzMzElStXEB4ejoSEBAwZMgRhYWHw8PCASCSCp6cnqqur8d///hfff/897rvvPvcXR85ayl9bW4u8vDyH0mj2jNtXzGYzWltb0dbWhokTJwqa9fWFniJHhwpLnfI6lMGFF0Soz2x06BhCgPLvKnFjfTTOXK9Gh5im2dyVBo0SD577FiuGJuHJcdfB37MzxcKKD/73qTUvH/bGnJ2dDbPZLEjBObM2xpLBklZztUO2l5cXoqKiEBUVBUII1Go1d04qKiogEom49FtISEiXRTq05khIfHw8HnnkEU74nDp1CqdPn4ZEIoG/vz+3wrCxsRGJiYlYu3Ytdu7cCU9PT/cXR72BX3NkNBqRn5+PpqYmh9NolohEIhBCnPZB1mq1yMjI4GzLnSWMgJ4LsukqtWuTSQZ/NCt7lyKruFSPiY2BqF3uh3Jve2NPlIHg66p8nGmqxnMpnVEkewwgJRIJoqOjER0dDUIIlEolZDIZmpubudoY/io4Z6bgBkNarb8FHMMw8PX1ha+vL2cZoFAoIJPJUFdXh8LCQnh7e3PnIzg42KniyGw2D3pxBHT+HXFxcVi/fj3Wr1+Pjo4ONDQ0QCaTQSqVIiQkBHFxcV2OuyrFERvh4S+FnzVrlkNL4a3BelU4I/fc0tKCzMxMREREIDY2FvX1zjVi7C6tViFrQ0EzrSG5FvGr1KP7Uuzuaa5pR+BHXpj+h0icD2112rwozqdR+1sU6YH4SQ5FfRiGgb+/P/z9/TFs2LAuKTi2NoatV+rr8nR3jxwRQga88axIJEJQUBCCgoI4ywD2nJSUlECr1YJhGLS0tEAqlfb5nKhUKgAY9OKIfQ9MJpPguuZjzQfM7cVRb9NqWq0WZ8+e7fVSeGvw3+Te/moihKCkpAQVFRVISkrCkCFD0NDQ4PR0XXdpNVqIfW0SCE/UZPfdukGj0kP7UTUWLh2Gw6NoHZK783VVPk43VuJWz0hc38sxLFNwWq2WS/fU1tbCbDZzUSU2BecI7l5z5I4O456enggPD+eyIRqNBhcvXoROp0NWVpYgLRocHOzwykS1Wg1g8IsjFsuIGl+QW3tf3F4cAZ0Tt9efw2g0oqKiAnq9HlOmTEFYWJjT5sEu9eutkGEvWo1GgxkzZnDq1R5PIkfpbkzaS+3aZKLGFzV6x+qNbEEIUHGgEgunxuDUbCWUYuqH5M406dTYrStH3ZWj2MCrReotUqkUMTExiImJsdrRnk1XsDfmnhyi3T1yxH6XurrmqC+wNWEjRoxAQECAIC1aUlJi1Ry0O1QqFTw9PQesFYor4KeXe7re3Pdq7AUdHR04e/Ys9Ho9xGKxU4URS29akwCdfgtnzpzh3K75YT1XFHrbGrO4pRWlrXKnvhZlcMAUOb9OqPzXOkz6rwjDtYO/c/e1wDdV+Vh57HOcbOzZysFe2OXpw4cPR2pqKmbPno1Ro0aBYRiUlpbi5MmTuHTpEsrLy9He3m71R5u71xyxc3bnOQK/FWSz6aNhw4Zh0qRJmD17NsaMGQNPT09UVlbi1KlTuHDhAkpKSiCTyazeK5RKpdVo04kTJ3DTTTchKCgIEydOxA8//MBta25uxpIlSxAcHIzrr78excXCH+Lnz5/H9OnTERoaijvvvJOLTrG8//77SExMRFxcHF588cUuf9tjjz2GqKgoTJgwAQcPHhRs7+m1gd8iRDqdDk1Nnau12UVRGo1GsK97n2k7YRuznjt3DlFRUZg4cSLMZrNL3GDtbejKn1t5eTkuXryIhIQETJw4scuvKFeII7Z43PI9oCm1a5MYSFFT6BrrhqaqNgR/pMBU2eDv3n0t0KhV4qFz32LTlaPoMOicPr6HhwfCwsIwevRozJgxAzNnzkR0dDRUKhUyMzNx6tQpZGdno7a2lrshuXtajf1+duc5snVR1qJbbFp05MiRmDZtGq67rtNV3WAwID8/HydPnsSVK1dQWVmJsrIymEwmqFQq+PoKf/RkZWVh5cqVuOWWW3D+/HksXrwYK1asQElJ531l2bJlADoFVGJiIhYsWACDoXN1a3NzM2688UbceOONOHr0KEpLS3HvvfdyYx86dAgPP/wwXn75ZXzyySfYsWMH3n33XW77xo0b8e233+LgwYN46KGHsGrVKuTk5HDbLV97/vz53N/Cvv63334LAMjLy8PGjRsBdK5k/9vf/oaXXnpJMB5D3NVPnoder7cpdPiNWSdMmICwsDDodDocP34cv/vd75weBj1x4gTGjh1rV1TKYDAgOzsbCoUCKSkpnIW/JQqFAr/++ivmz5/vtHnq9XocO3asy3uw+IPPUNXW7rTXoQwO5rcHofwnWw1DnAMjYjB02VAcHtmXkm9KfxIh9cVzKfMwO7J/Oq/zU3AymQzt7e2QSqUQiUTw9vbG2LFj+61JqyOoVCr8+uuvuOGGGwZ6KjYxm81IT0/Hdddd55DLNmsZIJfLIZPJcN9993Hd6mtra/Hrr79i6NCh3P4VFRVcuw29Xo+wsDBs3rwZc+fORWpqKmpqahAbG8tt++STT7Bs2TLs2LEDe/bsQVFREYBOg8brr78etbW1CA8Px7JlyxAZGckJoi1btmD//v24cuUKDAYDYmJisGvXLvzxj38EACxcuBBjx47Fjh07cOXKlS6vHRISgpSUFDz88MO4/fbbkZ6ejpdffhlHjhzBTz/9hMceewyFhYVob29HdXU19u3bh9OnT+PYsWOdxfdOOi8uxZZaZ9NoWq0WaWlpnGDhrypzNvY2dG1vb8eZM2dACEFaWppNYcSO6Yq0GiB8DzJraqkwukZR5cpc/hrETFD5dSUWnQyGj8n9bnCUrjRpVXjo3LfYePlnl0SRLLGVggOAtrY2QQpOoVC4TS84d6+JAn77rnd0nqxlwJAhQzBhwgSkp6fjgw8+QFhYGJRKJRISEpCYmIiHH34YBw4c4FrTAJ2+TAkJCVAoFEhPT0diYiJiY2O5bddddx2OHz8OAEhPT8e8efO4Y6dPnw6JRILTp09b3T5//nxkZGSgra0NOTk5aGlp6bKdP7a1125vb8fu3bsBAKmpqZg7dy46OjowZswYpKSkoKamBoGBgRg3bhxmzZoFHx8fbvxB+Q3GptEKCgowfPhwjBw5UiCg+KvKnE1PTW0JIaiurkZhYSFGjBiB+Pj4HkOxrOCyx4vEXtj3gBVycrkcH6efcsrYlMHFaOKLpv81vOwPys/VYkpDMMqXeqFaou75AMqAc6C6AGebq/s1igT8loJrbm7mfJbYqBLbpJW/Cq6vdiy9pT8MIPsKe7/r6zwlEgluvPFGNDU1QaPR4LvvvkN6ejqOHDmCv/3tb4iNjcWxY8cAdK5aLCgowLhx4/Drr7928eqLjo5GY2PnIpCGhgZMmjSJ2yYSiRAREYHGxkZoNBooFArB8dHR0QCAxsZGNDQ0gGEYQa9Ry7H5xxJCEBsbC7PZjPb2dqxZswaEEJSVlUGtVkMikaChoQFfffUV5s+fj7CwMGRlZQmKzwedODIajcjNzUVraytSU1O5paV8GIbpUcT0lu4iR+zcZDIZJk+eLFDY3cEXMs76ALJuuCaTCRUVFSguLka2UtPzgZSrjqHNYrg2odaVxgo5wj+WIvK2MFwMdn3UitJ32CjSsrgx2DB+NgL6uKLNEdjIjGWTVtb0sL6+XmB6GBISgqCgoH5LwQ20x5E9WGue2hfUajV8fX0RGBiIZcuWcTU9/CLqPXv2ICgoCIsXL8bhw4e7+Af5+/ujpqYGQOcPdGvbZTIZ5HI592/+NgDcdl9fX8E5YI+1NjZbkM4wDMaPH48vvvgCa9asgUKhwL59+xASEoLS0lJcvnwZr7zyCjo6OhAZGYmXXnqJO35QiCP2ZCsUCmRkZEAqlWLWrFndLjHs7aqynuiub9uVK1cgkUiQlpbm0PJHfgrMmb9ORCIR8vLyoFKp4DMsHo1ZdAn/tYYIQGvmwPTQUym0EH1Ui98tG4ojI2gd0mDhtyjSXMyOHN4vr2lttRrD/D975x3eVn3v/5eG994rdux4Jk4cx3GGQwiQMAIhCQTC6rilUApd0NL211IoUFroLbkNUG5TWkrLKFBoC4XbAoEQkz29V7z3lOQlL63z+8PVwYq3fWxJ9nk9Tx6wz9H3fDUsvfUZ748CPz8//Pz8iIuLw2QyiXUxFRUVDA4O4ufnJ4ol64fhXOAMaTWpo1t6vX5MjyNr6qm5uZknn3ySRx99FA8PD4KCgsR6Iis9PT1iACMoKIje3t4xj1sDCSOP9/T0iLfr6emhr6/P5nm4eO2Lr93d3U1QUBBr1qzBy8uL/fv38+KLL+Lv78/NN9/MN7/5TVasWME3v/nNUfdRqVQ6hzgSBIH6+nouXLhAXFwc8fHxU0pVzZU4Gm9u21gpvqkwF2lAvV6P2WzGZDKxadMmnjlxVrK1ZZyHNLMv3Tr7RW4sZoH6f9Rx7SVLyN7YzYBS+r9JGekZjiL9H7uiU/jhPESRpiI+1Gr1KNNDawqurq4OpVJpMwtOyhScM4gjqaNbY3WrWTEajezdu5f169eL4iI8PHzUpIfm5mZWrFgx5nGz2Ux7ezvh4eG4u7vj7+9vc7y5uVm83cDAAIIg0NbWJqbbmpubxVTaeNdOTU0Vp2NYLBZSUlLIy8sDhkWetZ3fYDDg4uJiW54zvYfLPpSXl1NVVUVGRsaUxcdciiNrWs1sNlNUVERZWRnp6emit8d0USgU07YImIiWlhZOnjyJSqUiKSkJFxcXDsot/IsS11LH8LSqPt7IhnddiBrynPxkGYfhvYYy9nz6Okdaa+f0OjNp5bem4FatWsWll15KWloanp6eNDc3c/LkSU6dOkV5eTkajWbW763OUnMk9dDZscSRxWLhq1/9Kp2dnbzyyivi87Z161bKy8vFNNrQ0BDHjx8Xu7C3bdsm1irBsOeR0Whk8+bN4vFDhw6Jxz/99FMyMzPx9fUlNTWVsLCwUceta4917RMnTrBt2zZOnjxJUlISZ86cEadlZGdn81//9V8YDAbKy8txdXUd9fpzishRdHQ00dHR005VzVXNkclkor+/n9zcXJRKJZs2bZq2Xf5Y687WJdtisXDhwgWamppYvXo1Fy5cQBAEcptaadP3zWptGefDDSX66t7JT5wnWqp0hL/sTuitQeT6OYZok5mc9sE+vnV6bqNIs43MKJVKMQVnnTtmTcGVl5czNDSEv7+/GFXy9vaelhhzlpojKcVRf3//qEHtVmGUnZ3NRx99hMlkEouirSL13nvv5amnnuK5554jJCSEa665BoDbb7+dn/70pzz88MPs3buX7373u9xyyy1iSu2+++5jx44dbN++neDgYPbt28fTTz8NDEcN77nnHh555BGSkpLIycnhyJEjPPPMM+Ne29/fn/T0dH75y1/yhS98gYMHD7Jt2zZyc3MpKysjOjqad999l5SUFBISErBYLDY1bE4hjry8vKYtdOay5sjaph8VFUVycrIkfzSzjXQNDg6Sl5eH2Wxm06ZNeHp6UlFRgcVikY0fFykZBl/aBhxrwLC+exDVH1u4ck8Mn8TapxZKZma811DGqY4Gfrr6CraEx0q6ttQO2S4uLoSGhhIaGoogCDYpuNraWpRKpU0X3GRfvJ0lrSZ1zdGyZctsfvfWW2/x8ssvA5CammpzTBAE3nnnHe688062bNlCWloaBw8eFAVHUFCQaPR44MABrr32WhuTx23btnHgwAF+8pOf0N/fz4MPPshdd90lHn/sscfo7e1l165dhISE8Pbbb4spO2DUte+++25+8Ytf0Nrayqeffkp1dTVubm60tLRw5MgRAgMD+d73vodCoeDAgQMYjUZuvPFGli4d7tZ0CnE0E+YirWaxWETjstWrV49qW5wNs5mvptVqyc/PJyQkhBUrVoh/IEqlEqPJxMcVVZLtU8Z58KgZtPcWxsRsttDwdi3XblnC4XVdDCqlnSsoM3dYo0g7o5P5f6u2SBZFmkuHbIVCgaenJ56enixZsgSLxSJ2wTU1NVFaWoqXl5dNF9xEQ0odFalTf/39/Ta+PwC33XYbt91227i3CQoKGjXWYyTr1q3j9OnT4x6/8847ufPOO8c8plQq2b9/P/v375/StUtLS7FYLBw7dozNmzdTXl5OQkICjY2NpKSkoFKp+Oyzz1i7di1qtZrm5ma2b98ODAs9pxBHM/mjkTqtNjAwQH5+PgMDAwQGBkoqjGBmYs46mqSqqoqUlBSio6NHrZnX2o6mT/aaWWwE4EJDUau9tzEh1UcayWoOonQHtLrKNhPOxPsNFzjd0ShZFGk+xYdSqcTf3x9/f/9RKbiysjKMRqNNF5y3t7dTiKO5KMgeq1vNWVi+fDkAYWFh7N27l5qaGn784x+TnZ3Ns88+S3d3N3/6059ISUnhS1/6ko3OcJpW/pkgZVqto6ODgoICwsLCiIiIoKND+rbk6RZkW0eT9Pb2sn79evz8/MZcM7uuUcptyjgJaX1eNJja7L2NSWmu1LLkZQ/Cbg0k31euQ3ImpIwi2XPw7GQpOJVKhVqtxs3NjaGhIYedUj8XBdkX+xI5E1ZT5f/3//4f7u7u3Hvvvbi7u3PZZZcRHR3NVVddRVpaGrfffju+vr7ccMMNNrdfsOJIirSaIAhUVlZSW1vLihUriIqKorm52a5jSWDYCyI3NxcvLy+ysrLGn6OjUHK8sWXsYzILGssFxynEnozergFUf2xh200xHIqR65CcDWsU6ZHVl3NZeNyM1nCUwbNjpeC6u7uprKykr6+P48eP4+3tLUaV/Pz8HKaLbb661ZwF6+vpyiuvBCAgIABANHoESEpK4vz58wCjhK9TiKOZptWGhmY+K2hoaIiCggIGBwfZuHGjqKDn0z9pLKyeSlPxeyrt7qHXYJRymzJOwBKFB00VTfbexrQwmyw0/rWWay+P5pNMHUaFY8zUkpka7YN9fPv0v7h+STI/WnUpvq7T8xhy1LSV1TvJx8eHwMBAYmJixKhSaWkpRqPRpgvOy8vLbiJPypojQRCcPq0GUFRUxMDAAB4eHqSkpHDixAnq6+vFzkY3NzfS09MxmUz88Ic/5IknnhC755xCHM2E2YgYnU5Hfn4+AQEBrFmzxqa9b67E0WRpNYvFQmlpKa2traSnp49qsRyL021aKbco4yQk61ypsfcmZkh1dgOXtgRTtN1Mu+vcD0KVkZb/a7zA6Y4Gfpp+xbSiSI4qjqxY9+fi4kJYWBhhYWHiNHurWKqurkatVtt0wY0b1Z8DzGazpONU+vv7nV4cPfDAA0RGRtLe3s5LL73EAw88QGBgIENDQwwNDdHV1cXBgwd59NFH8fPzs7m/sjgawcgC5+TkZKKjo0d9C5gPc8mLGRgYIDc3F4VCMWVPJaPZzLl2WRwtRvTFzj3LrOmChliNJ2F7/Sn06bL3dmSmScdQ/7SjSPasOZoKY0VlrNPsvby8iI6OFlNw1qG5JSUl85qCm4u0mrOLo/Lycr73ve/xs5/9jJ6eHgwGAwcPHrR5rf3973+nqqqK7Oxs5/M5mgnTLcg2GAwUFhai1+vHLXCG+U+rWYvBw8PDWb58+ZTfQI7XNtA3ByaYMo7Ncos3HU319t7GrOnW9qP+4xBX7F3C4Sh5Lpszcqq5gUcaD7MqKIxrVyYQ5e877rmOUnM0HlPpBLOm4AICAoiPj8dgMIhRpZKSEkwm05ym4KQUR2azmYGBAaeuObJYLERGRnLdddfxzjvviM+fQqHg9ddfJygoiMjISM6dO8ebb745KurmFOJopjVHUxUx3d3d5Obm4uvry6ZNm3BxcZFk3elwcVpNEASqqqqoqakRi8Gnw4cX5CGzi5El7QoWiquVyWim+fU6rt0aw8drtJiUch2SMxCl8mVJvz+ldRpOmZs4RRN/OJZD2pIwrluZyJUpcfi4f174KgiCU0SOprs/V1dXwsPDCQ8PF2t45jIFJ6U46usbnqjgzN1qAwMDouARBAGTySRa/Dz22GOoVCr8/Pz42te+Nubnq1OIIxgWSIIw9TfHqfgcWQfaWs2hYmNjpzTQ1mKxiG2CUqFSqTAah4unDQYDBQUF9Pf32xSDT5Uhk4nsqlrJ9ibjHKiA9vyF1+1V/Wk9l7WGkH+1GY2LYxpbysAydSCB3V6UNmjQCaNfhwWNbRQ0tvHrj09ySUI0161MZNOyaJT/eRtdaOJoJAqFAm9vb7y9vYmJicFsNospuPr6ekpKSsSib2sKbrrXk7Ig2yqOnDmt1tfXR11dHf/617+or6/HYDCIdWPl5eUA5OXlcffddzM4OCgO0LXiNOJoukyWVjOZTBQVFdHZ2cnatWvFCvXJsL74pC5+U6lUDA4O2kSxsrKyJoxijcfRmjr65C61RUe62ZfOLueuNxqPxpIO4ju8CL3ZjxLvbntvR2YEy9WhuOlcuNCkpYXJDWcNZjOHL9Ry+EIt/h7ubEuJJWxo0OHFkZT1PCqVShRCgE0Krri4GLPZbJOC8/T0nPTLuJQmkH19fbi5uc3o88eRSEpK4t133yUuLg6VSkVPTw8vvfQSQ0NDeHp6Eh8fzx//+Ed27drF3r17CQ0NFW+7YMXRROkvq0+Qh4cHmzZtmvZAW5BeHCkUCnp7ezlz5gzx8fHExcXNODL1YZk8S20xEtBgZiHbKHZ19KF+cYDMHYGcS5Rd3+2JQoA0lwhMbQLV7V0zXqdrYJC/55YB8H+t73DdygS2pyYQ4edY6Zy5Hjw7XgpOq9VSVVWFi4uLTQpuLNEiZVpNr9dPSZA5Mt7e3jz77LN0dHTQ1dVFdHQ0t9xyC6+++ipeXl709PQQERHBc889x1e/+lX27dvHr371KzEr5DTiaKZptYvTX1afoNjYWBISEqb95CsUChQKhaR1R2azmfb2dvR6PZmZmQQFBc14rX6jkSPVdZLtTcY58EJFY/7CN/w0GS30vqvhkg3+nNpswOy4wYYFiUpQsNwUxIAGyrukleL1um5+d+Q8Lxw5z5rocK5dmcjWlDi83eavHX485tNqYKIUXF1dHcXFxWOm4KSuOXLmYmwAT09PVq5ciU6n40c/+hE33ngjTz31FCdPniQwMJDk5GTx3N27d/Paa68BOJ84mi7WqI41HGo2myktLaWtrY01a9YQHBw8o3UVCoWkRdn9/f3k5uZiNpvx8/OblTAC+KyqlgG5S23RkT7kQ8vg4unq0pzuYqPGh8JrLfR4yIXac40bKlYJ4bTW66nq18/ptQQgp6GVnIZW9n18gksTl3JtagIbly1BbafUmz19mC5OwQ0NDYkpuKKiIiwWCwEBAZhMJoaGhiSph7W28Ttr5KigoIAf/OAHpKSkUFFRwcmTJ9m0aRPt7e0cP34ci8XCE088wdDQEAEBAcTExLBv3z7g89q3BSuORqa/BgcHycvLQ6VScckll+DuPj331rHWlkIctbe3U1BQQFRUFP7+/tTW1s56zQ8vyCm1xYhr1eJLM2mqelnxljfaGzyp8Ouz93YWJN4KV1YK4dTV9VDcP/++aUMmM5+UVvNJaTUBnu5cvSKea1cmsjx8Zl9uZ4rUNUezwc3NjYiICCIiIhAEAb1ej06nQ6PRUFRUhJubmyimAgICZlQ31NfXh6en5xzsfn7w8fFh7dq1+Pn5UVFRgbe3N0eOHKGnp4fW1lbKy8v5r//6LywWC0NDQygUCr73ve/x9a9/feFHjqzqr6WlhYqKCpYsWUJSUpIk6n+24kgQBCoqKqirq2PlypVERETQ3t4+5dlq46EfMnCsxvk9bmSmR7DClYYSxx8yOxd0tutxf3mQLbdEciRcY+/tLBgClR4kG0Mpr9WRb3CMDsjO/kH+eq6Yv54rJi7Yn2tTE9memkCY79ynfxzVwVuhUODj44OnpydVVVVs3LhRdO2uqamhqKgIX19fUSz5+vpO6X7o9Xqn7lSLi4vjySefBIaFkkKh4KWXXgLg9OnT/PrXv+b+++9n06ZNwPC8tQ8++ICvf/3rYj2x4z3b4zDd8J5V/ZWXl7Nq1SpSUlIke3FPNupjIgwGA+fOnaOtrY2srCwiIiIAaaJRh6tqMMyBB5OMY7Oy1xOLefGmlgxDJtperefagmBUi/dhkIQwlTcbjTGYLyjJK2+j30G7Xms0Xfz2s7PccOBNvvnGv/lXYfmc7VUQBIcVR1asnx2urq4EBQWRmJjIhg0buOSSS4iKimJgYIDCwkKOHj1KQUEBjY2N9Pf3j1vH29/fP6rmSKfT8fzzz5OamsqaNWvE3995551iLe7If9aBrxqNZtQx6xBYKy+++KI4leKJJ54Ydd/uv/9+wsPDSUtL47333rM53tHRwc6dOwkICOCyyy6jomLY488abLjqqqts2vTj4+O5/PLL6erqEn93xRVXcMcddwCfZ50WZORoYGCAvLw8AFatWkVYWJik689UyHR1dZGXl4e/v/+omW2zEVxW5JTa4sRUJre2A1R/VM/WljDObRuiU22w93acihiVP+F6X0rqO8i3OEakaCpYBIFzdc2cq2vmVwdPcFniUq5bmci62EhUEokZ64esI4uj8fY4VgpOq9XS3t5ORUXFuCm4sUaH1NTU8Nlnn4269rPPPssvf/lL8WerP98DDzwADJssA1RXV4upupHBjo8++ohvfetbvPbaawQHB7Nnzx7CwsK45557AHjkkUd4//33ee+998jNzWXv3r2cP3+elStXAsPF1EFBQRw5coTf/OY3XHnllVRUVODq6kpubi4+Pj5cd911YsF6cHAw9913HwCtra0YjUY2bdok7sn63wUnjkaO2zAYDHPi0zDd0SQjzSYTExNZunTpmDPbZpNW6x4c5ERtw4xvL+OcxOJBc1WTvbfhMNQXtJHS7oP2Jh/KPXvtvR2HJ0kdjHeXO2UNGjpwboPNQaOJj0qq+KikimBvz+H6pNQEksJm1+RifV92lJqjsbBaDUyUYbGm4Hx8fIiNjcVsNtPZ2Sk6duv1ep588knWrl2LRqMZFTlau3Ytb7/9No8//jjvvvuu+HtfX198fT8fDfPzn/+cLVu2cP311wPD4sjV1ZW4uLEHEf/2t7/ly1/+MjfffDMAP/jBDzhw4AD33HMPRqORP/zhDzz77LOsX7+e9evX849//IM//vGP7N+/n9zcXE6ePEljYyNRUVE8//zzBAcH8/7773PTTTfxyiuv4OXlxc9//nOx412hUNDT08Phw4f505/+hJubG48//jgpKSk2xexOI44mS6tZLBYqKyupq6sjNTWVyMhIjh8/Pi+jPibCZDJRXFyMTqcjMzNzVDjRymzTaocqqjHNsmZJxvlI0LlSbe9NOBi61l7c/jjA5lsiORYm1yGNxUp1GMoOFRWtOmBuu8/sgUbfz+tnCnn9TCEJIYFc+x//pGDv6RcZO0PkaCZt/NYoirVzu7u7mxtvvJFPP/2UI0eOiN57V199NVdffTXLli2bdM2enh5+9atfkZubK/6uu7t7wi7s7OxsXnjhBfHnbdu28dBDD9HV1UVNTQ0ajYatW7faHH/99dfF2yYnJ4vjP1xdXdm8eTNHjx7lpptuoq6ujvT0dGD4MXJxcaGoqIj//d//5fTp0+zZs4fvfe97Y0a0HPfZngZDQ0M2dTyRkZHAcIRnshEiM2GqQkav13Pq1CkGBwfZtGnTuMIIhv/wrGNJZoKcUlucaHJa7b0Fh8QwaKLjlXq2F4Ugj2QbRikoWKOKJKUjjKrC7v8Io4VPZYeO3xw+w67/fYPv/PUDPiiqYGAa9Ulms1mslXFUpPA48vPz49vf/jbvvPMOt956K7fddhuZmZm8+eabJCcnk5CQwFtvvTXhGm+99RZr164lPj5e/F13dzdDQ0Ps2rVLHARbXFwMDJfA9PT0EB4eLp5vrcNta2ujtbUVhUJh41wdERFBW9twA0pra6vNba3Hy8rKyMvLo6mpiY6ODgYHB0UtcOTIEZRKJSdOnOBb3/oWFy5csKk/suI0kaPx0Gq1FBQUEBgYSEZGhk0dz1wNiZ3Kuq2trRQVFREdHU1iYuKk3zqsL+yZtIzq+gc4Uy+nVhYbKUYPerSL4wNuptR8UMeVreGcumKAHpVjFhfPNS4oie/zYaBTRVnv4n29mAWB0zVNnK5pwtP1BJcnxXLtygQyl0ainED4OHoxNkhvNTAwMEB6ejoPPfQQDz30EL29vXz22WfExMRQWlo67u1effVVvvjFL9r8bvny5dxyyy184QtfQKFQ8PDDD7N9+3ZKS0vp6ekBbAfcWv9fp9PR2dmJl5eXzePv4+ODTjf8Ou7s7Bw1e9THx4e6ujr+93//l8bGRgRB4OOPP+aaa64BhgvIPTw8ANi3bx/79+8nNTWVF198kaSkJHEdx37GR3CxardOrc/JySE+Pp60tLRR4zzsIY4sFgtlZWUUFRWxatUqkpOTp/SHNdKXabp8UlGFeYYRJxnnJbrD6b/bzAt1ua2selMgfsCxRlLMNR4KFzYooglr8KOufoj23sXnhTUe/QYj/y6q4NtvfsCu377B84fPUN0xtuO3M4gjqcebXOyQ7ePjw/XXX09aWtq4tzEajZw5c4a1a9fa/D45OZkDBw6wefNmLrnkEv7617/S1NTE0aNHRWPL3t7P6wOtgikoKIigoCD6+vps6nF7enrENF1QUJDNba3HExIS+OlPf4q7uztXX301mZmZuLq68oc//IHnn3+e9vbhpoOHH34YrVZLd3c3RUVFwIg06vQeMsfAYDCQk5NDY2Mj69evJyYmZsyQp3WEiNSMVzw9ODjI2bNn0Wg0ZGVlTatLzvrCnklRtpxSW3yoUdCatzi9jWaCprkH7z/q2NQxv+aB9sBX4cZGSww+1R4UlHSg1Q/Ye0sOTUdvP6+eLuD2P/6dL//pHd44U4i273MhKeVYjrlC6j2O1a02GUVFRRgMBpYvXz7heaGhoQQHB9Pc3Iy7uzv+/v60tHw++qi5uRnAZtacNY1mPW5NpYWHh9vc1no8MTGR6OhoLBYLV199NRERETzzzDP89re/xdfXFz8/P2A4QgbDn93WonKrlnA6cdTV1cWJEydQKBRs2rRJvJNjMd2usqkylujS6XScPHkSDw8PNm7cOO25NAqFYkbt/B36Ps43LvyZWjK2ZBh96et17u6i+WZwwIju5Xq2l4agWICR1mClJxtNS1FVuJB/oZ3eQdnOYLpcaNPyzKen2fm/b/DAWx9ysKSKAYPRKSJHUouji9NVk1FWVkZgYKCYsrJijQRZaWpqQqPRkJKSAgwXWB86dEg8/umnn5KZmYmvry+pqamEhYWNOr5t2zYAtm7dSnl5OY2NjcBw/fHx48fF4319fcTHx3P27FleeuklfvOb3/D1r39dHDZv3evAwMCo++tUcfna2loqKipISEggNjZ20gK5uUyrWSM8giBQW1tLZWWlaGI108K9mez3YHkVlgX4Ri8zMb4NRuQ+rOkjCFDzf3Vc3RLBicv66V0AdUhRKl+W9PtTWqch3yxHE6XAbBE4Wd3IyepGPF3UpAX74BLRTEZMhEMWZktdczTW+JDOzk4MBgN6vR6j0UhbW5vY8QbDZo8X32ZoaIi0tDS+8pWvsHPnTiwWCw888ACbNm0iKysLgPvuu48dO3awfft2goOD2bdvH08//TQwHOC45557eOSRR0hKSiInJ4cjR47wzDPPAMM+hpdeein33nsvTz31FM899xwhISEcP36cEydOoNfree655/D19RUNLN99911xXp2XlxdhYWHo9Xox0OJ0rfy9vb3U1tZO2A5/MSqViqGhIcn3YhUxJpOJwsJCuru7WbduHf7+/rNadyaRIzmltvjwRkVDvhwtnA2151tY3eZH043e1Lg7Zyv7MnUggd1elDZo0AnOY9zobPQbTZxq6eTUG/8m3Neba1LjuW5lIrFB/vbemoiUNUeCIIwZOdqzZw/Z2dniz+Hh4cTGxlJTUwMMi6OLo0Zubm58+OGH/OxnP+Pmm29Gr9ezY8cO9u3bJ+5327ZtHDhwgJ/85Cf09/fz4IMPctddd4lrPPbYY/T29rJr1y5CQkJ4++23WbFihXj8nXfe4c4772TLli2kpaVx8OBB3n33XfR6PWazmbq6Oh566CHS0tK4cOECr776Ku3t7fT396PX6+nq6iIjI0PscreiEGbaOz7PCILA4ODgtF4ANTU1dHV12VidS0FTUxN1dXWYzWbc3d1ZvXo1rq6us173yJEjpKamTugJMZLWnl6u/sOrOMUTKCMZlw740/Se7G4kBR5errjdGsbpoPkfqjpTlqtDcdO5cKHJefa8EFkeHsx1KxO5asUyAjw9Jr/BHFJZWYnZbCY5OXnWawmCQFxcHB988AHr16+XYHfzz9DQEG5ubri7u1NdXS3WKCmVSmpqajCZTERERODt7W1j/DgSp4kcWWtypsNc1Rz19PTQ09NDfHw8CQkJkoVZp5tW+6i8ShZGixBVpTyBXioG+gwM/qmBa3Yu5WBSO4IDpkwAFAKkuURgahOobu+y93ZkgNJWDaWtGp759BRZcUu4blUilyYsxVU9/8XbjlBz5EhYa4oMBgMRERGjxpUcP36c+Ph4du3axYoVK3Bzcxv1Oe404mgmSF1zZG3Tb2pqwt3dncTERMnWhs+NIKeKnFJbfIQr3Ggok40fpUQQoPa9Oq5ZH8mxzXr0Kuk7XGeKUlCwrM8Lg05Jed/YreYy9sVsEThW1cCxqgZ83FzZmhLHtSsTSV8SNm/1SWazWZLsBQxPdRgaGpp2U5GjYTab2bVrl81zIAgCt956K+Hh4fzjH//glltu4Uc/+hF33333qNs7lTiyzkaZKlK28g8ODpKXl4fFYmHlypWUl5dLsu5IpiPmGjq7KWqV6wwWGyt6PKi1yPHCuaDmTDNrWv1p2O1Frbt9o3NuqFitiKStqZ+mHjlS6Cz0Dhn4Z/4F/pl/gUg/H7anJnDtygRiAsfvqpYCKQuy9frhGjxnjhzB8GPy/PPP2/xOoVAQEBDADTfcwA033EB+fj4nTpwY8/aO3Z84S6RKq2m1Wk6cOIGXlxcbNmzA09PTbs7bMKzs/5R9VPLryzg+gyVd9t7Cgqa9vouAP/WwTje7YaUzxUvhykZiCKrzobCkg3ZZGDktzd29vHQil72/f5u7XnmPv+WU0D0wN/YbUhZk9/UNv+am63PkaLi4uBAWFsZTTz0FDNcg19bWiscHBweJiopi9+7dVFaOzsIsaHE027TaSBfupKQkVq1ahUqlmjOLgKl0q+n1ek6ePMmptg7Jry/j2MTjSWvt4h3/MF/064fo/VMjV1eGzNs1A5TuZJmX4lHlRn5pO539sofVQqKouZ2nD55gx/Ov88O/f8zhCzUYJfwMkbLmqK+vD3d3d4c3vpyI0tJSnn76aQoLC9m3bx8w3E333HPP8X//93+0tLRQVFTEAw88QFpaGr/73e8AbDJTclptHIxGI4WFhfT29rJ+/Xobs0mrOBqvyn2mjOe8baWtrY3CwkJUgUE09Mmut4uNOI0auUdtfhAsAnXv1LF9YxRHNvXSP0d1SGEqb+IGAymt1ZJnkj2KFjpGs4XPKur4rKIOX3c3rlwex3UrE1kVNfVpCmMhpTjS6/V4eXk5pJ/TVHFxcSEnJ4djx44RFBTEL3/5SxISEli9ejVPPvkknp6eZGVlkZWVxV133SVGy0be50UROZquW0FPTw8nT55EEASysrJGuXCPHBIrJeNFpARBoLy8nMLCQlauXEnZkOMUjMrMDwpBQJcv2z7ONzWnmlj3joolQ56TnzwNYlT+rB+Ioa/ETH5lOwaT9JFoGcemZ3CIf+SWcfer73PTC2/x4rEcmrp6Jr/hGEhZc3TxXDVnJD4+nqeffprExETc3Nzw9PTkyJEj9Pb2csUVVzA0NERrayutra00NDSIDtsjtcKCFkfWQbTTETFNTU2cPn2aqKgoMjIyxuwAmM2Q2IkYK61mMBg4d+4cbW1tbNy4kfDwcD6Su9QWHasEP7o0zmlW6Oy01nQS+mc9a7sCZ71WojqIDP0SNEWDFNa2Y5aL62WAxs4e/nAshz2/e4uvvfY+7+SV0Ts4dQNjqWuOvL29nTpyJAgCS5Ys4ctf/jJRUVF85zvfwcPDg4ceeoj09HSOHj3KH/7wB4KDg/nFL35hczsrTpdWmw4jRcxkqtpsNlNaWkpbWxtr1qwRLdHHwvoilFocqVQqjMbPxxl0d3eTm5uLn58fWVlZqNVqKjRaqrRyS+9iI6zZgiyN7EdfzyDKl5q4ancMH8dPv95vpSoMpVZFRYsOkIusZcanoLGNgsY2fv3xSa5dmcD9Wzfg5TZxm77UNUcXjwFxNpRKJeXl5fzsZz/D3d0dgPXr16NWq0lISKCqqorm5mYaGxuJi4sTfZFG4lTiaLpYRYzJZJrQA6K/v5+8vDxxmO3FFugXo1Ao5qQoW6VSMTg4XIjZ1NRESUkJ8fHxxMXFicJQ9jZafLiipDlP9jayNxazQP0/6rj2kiVkb+xmQDnx379SULBaHcFAq5kqTfc87VLG2fFQKVkTHsjliTFcviIRT1eXSW8jdc2Rs3eqvfXWW7z++uuYzWZaW1v57//+b1auXElAQADXX389K1euJCsri+joaNavX09CQgKATfRtQYsjhUIxaTt/R0cHBQUFhIeHs3z58imHJudCHFnTasXFxbS2to4ZwZJTaouPDIMP7X1yvZGjUH28kQ2tgVTscKPJrX/UcReUpCsj0TYNUtYldxfKTI63mytbEpeyLSWW1BB/eru70el05Oacx9XVlcDAQPGftVzEiiAIktYc9ff3O33N0YoVK3j22Wd54403ePvttwkKCuLvf/87iYmJfPGLX8RkMjEwMEB9fT0Wi4XAwOGU+cgmqwUtjmDiIueqqipqampYsWIFUVFRkqw7GywWC1qtVqykvzi0WdLWQV2n/A10seFZJ/3wZJnZ0VKlI/xld0JvDSLXbzjN7SYoSTWF0t46RJFeFrMyE+Pt5sqlCTFcuXwZG+KicBkhbgL8/IiJicFsNtPV1YVOp6O6upri4mJ8fX0JDAwkKCgIHx8fsaZWLsj+nIiICMrKynB3d+f5558nKyuLV199lb/85S/84Q9/4Oqrr6a/v5+33nqLQ4cOsXbt2lFrOJU4mkmB2FgixmAwUFBQQH9/Pxs3bpyRE6jU4kin01FTU4NSqWTDhg1jvtDllNriww81jYVySs0R0XcPovpjC1ftiaY/yo2yuk5KjV323paMA+Pl5sKlCUu5MiWOjcuW2AiisVCpVAQFBREUFERiYiKDg4NotVp0Oh0NDQ0oFAqxm9poNOLiMnkKbjKsBdnOiDXyU1VVxauvvsrXv/511qxZw1NPPYWbmxsPP/wwx48f51//+hdKpZKenh62bNlCUlISYKsxnEoczQS1Wm3jdWQtcvb19SUrK2vGLyapxJEgCNTV1VFRUUF4eDi9vb3jfgM4KIujRUf6gA8NRnlMjKNiNlvwPNlB/cf5LIv2w295BKaYABp9lTQ50Iw2Gfvh6erClsQYtqUsY2PcklkNpnV3dycqKoqoqCgsFgu9vb20tQ37Y506dQpvb28x/ebv7z+jDjZnFkdWPDw8aG5u5n/+5394+OGHOXToEJs3b+aRRx5Bo9FgMpkIDw/nlltuEZ20L67bWvDiaKTXUWNjI2VlZSQkJBAbGzurVkUpxJHZbKaoqAidTkdmZiZGo5GenrF9Lgpa2mjq6Z3V9WSckHL5OXdsBDpK6jGbzHTW6Ois+bzGKCXYh5DlEShiA9AFu1HlZmZAIbfuLwY8XV24NOE/gmhZFG5q6T9qlUolfn5+qFQqWlpa2LRpEzqdDp1OR0lJCSaTiYCAADEF5+HhMaXPvL6+PrEGx1nR6/ViFOn999/HYrFw/Phxvvvd7xIUFERISAiRkZG0trbS1dUFjE5LOpU4mmlazep2rdFoyMjIICho9nOTZiuO+vv7yc3NRa1Ws2nTJtzc3NBqteOuKafUFh9RCg8aLzTZexsyE7A0wpvqwgtjHuvV9NJ7tBf+MwYxWKUkPDkcr4QQBiO9afBV0qSSzR8XCp6uLmxOiGFbchxZ8UvmRBCNhcViQalUihGQsLAwBEGgr68PnU6HRqOhqqpKLOwOCgoiICBgVGG3lbFqjnQ6Ha+//joHDhzA1dWV3Nxc8djKlSspLi62OT8vL4/Vq1cDcPr0ab7zne9QWVnJ9u3b+cMf/mBTT/viiy/y9NNP09/fzz333MMjjzwiHjObzXzve9/jr3/9K6Ghofz85z9n165d4vGOjg6++tWvcuzYMdLS0njxxRdF48err76aa665BhcXF1avXs3hw4d57733aG5uZs+ePcTGxnLFFVcQGxuLTqcbJQidShzNBEEQqK6uxsPDg02bNomeB7NlNuLI2iEXGRlJcnKyGPpUKpVjGlYKgiB3qS1CUrrdqZEDDQ6Ni37q7lMWs4XmkmYoaRZ/lxLkTciKSBRL/YejS+4WObrkRHi4qLkkIYYrU+LYFB89b4JoJGO18SsUCry9vfH29rYp7NZqtVRVVTEwMICvry9BQUEEBgbi4+MjBh/6+vpG1eHW1NTw2WefjXn97u5uXnvtNa688krxd9YAREdHB1dffTXf+c53eOGFF7j33nu5++67ef311wH46KOP+Na3vsVrr71GcHAwe/bsISwsjHvuuQeARx55hPfff5/33nuP3Nxc9u7dy/nz51m5ciUAu3fvJigoiCNHjvCb3/yGK6+8ksrKSpYvX05oaChLliwBIC4ujquvvpqnnnqKP//5z2zbto3o6OgJH1eFMN3ZGnbEYrHYmCRORnt7u1hftGHDBskcRAEKCgrw9PQU/RGmwsgOudTUVCIjI22O9/T0cPbsWbZt22bz+/ONzXzlr+9KsW0ZJ2LjCYH2Btnw01Hx8Xal91wxZqN00R+lSklYUjjeiSEMRvrQ6KOgUS1HlxwJDxc1l8RHsy1lGZvio3F3sW+MwRoZ2rBhw5RvMzAwIKbgdDodbW1t/PWvf2Xbtm387W9/49577+Wuu+4adbvHH3+cd9991yZy5Ovry8GDB9m4ceOo8/fv38+BAwcoLy8H4OTJk1x22WU0NTUREhLC7t27CQsL4/e//z0ATz31FG+99Ra5ubkYjUYiIyN59tlnueOOOwC45pprWLFiBfv37yc3N5eMjAwaGxuJiorCYDAQHBzMq6++yu7duwF4+eWXqaqqIjg4mMDAQCIiIoiJiUGtVuPh4UFAQMCYBpDgZJGjqabVLBYLlZWV1NXVERgYiK+vr6TCCJjUP+lijEYjBQUF6PX6cTvkxhofAnJKbTGSJHjT3lBv723ITMASPzVFEgojGI4utZQ2Q+nn0aXkQG9CUyNRLvVHG+RGtadAP9LOdZSZGHe1ikv+U0N0iQMIopHMxOPIw8PDprC7vLycM2fO8Oc//5mysjKeeOIJysvLueaaa7jkkkvGFRAWiwW9Xj9ujVJ2djZbt24Vf96wYQNubm4cP36cG264gezsbF544QXx+LZt23jooYfo6uqipqYGjUZjc/tt27aJUafs7GySk5NFGx5XV1c2b97M4cOH2bFjB2q1mocffphVq1YRGRmJXq/HZDLh4uKCi4sLgYGBREdHs2fPHuLi4kbt3XGeYYkYGhoiPz+foaEhsrKyaGpqktyPCMYXMmPR29tLbm4uXl5ebNq0adwOOZVKhcVisTGiMlssfFxeJdm+ZZyDpRoV8rPuyAg05VfPy5X0Oj36o+Vi7VKQSsmKxDC8k0Ll6NIc4u6iJisuigjLAF+97ip8PCeenGAvZjtXTalUkpKSwr59+wBIT0/npptuor29nS9+8Yv09PRw+eWX8+yzz466bU9PD4Ig8NBDD3HmzBnCw8N5+OGHxbogq5nxyGuFhobS1tbGwMAAPT09hIeHi8cjIiIAaGtro7W1FYVCQWhoqM1xa3dea2urzW1HHrc+HgaDgd/85jdERUXR09NDX18fRUVFmM1mqqur+eCDD3jhhRc4duyYzXVggYmjzs5O8vLyCAgIICMjA7VajUqlYmhIehO9i+egjUdLSwtFRUXExsaSkJAwYfTLqv5HfhM419iMtn9Amk3LOAUqATT5cvu+IxMR5EJjYZddrm0xW2gpa4GyFvF3yYFehKyIRBUbgC7YnSoPixxdmgFuahWb4qPZlhLH5vgYVAgcO3YML/exIyeOgJSjQwRBYHBwkB07dnDZZZchCAJFRUV89NFHY0aH3NzcuOeee9ixYwcPPfQQf/rTn9izZw+nT59m7dq1dHZ2jsqS+Pj4oNPp6OzsFH8eeQwQj3t5edkIP+ttgXHXbmhoEAXj4OAgYWFh/PznP+ehhx4iNDSUZ599lqeeegoPDw++973v4eHhYWP3Y8WpxNF4wkIQBOrr6ykvLycxMZGlS5d+bgE+zfTXVJlsXWuosrGxkdWrV49SpWMx1qBcOaW2+Fgt+NGlrbH3NmQmwHPQYO8t2KDX9aE/VgHHhn8OUipYkRSOd2Io+lA36r0VtHtK8wG60HBTq8haNiyILk2IwWPELLOBgeEvpo48oV5KcQS240MUCgWrVq1i1apVY57r4eFhkxbLyMggOzubt956i7Vr1xIUFERvr60dSU9Pj1gIDtgct1rZBAUFiZEeazfeyNtaz7HWMo28fXBwsJidMZlMuLu789///d98//vfx9PTk6KiIj788EN27twp1h6N5evkVOJoLEwmE8XFxaJXUEBAgM3xuRjzAROn1aypPYPBQFZW1pSt2K0vAGvHmsli4ZPy+QndyzgOHhW9dNl7EzLj4uvjStWZ4slPtCMWi2ATXXIBkgK8CE0dji51BrtR6W6hf5F2xrmpVWyMW8K25cu4NCFm3OGu1g/mxSSOZmsCuXz5cpqbh2vmwsPDaWn5PMJpNptpb28nPDwcd3d3/P39bY6PvN3AwACCINDW1iam25qbm8VU2sVrW483NTXx4osvctVVV6FSqVCr1YSEhODr6wvAD37wA5555hluvPFGDAYD//3f/z12DfCMHwE7MfJFqtfrOXXqFENDQ2zatGmUMIJhcTRWyGy2jCe6urq6OHnyJK6urmzcuHFaM2oUCoWN6DpV10jX4KBke5ZxfDxQoi3rsvc2ZCYg0leF2eR8NT59nX3UHKug8rUzaJ85StCvTrD2HzVcXtTHRp2CGJMKhfM0L08bV5WKLYlL+dnOy/ng21/gVzddxTUr4iecej8yauGoSDl01mAwYDQapzxS62LTYovFQkFBASkpKcBwAfWnn34qHj99+jRGo5HNmzeLxw8dOiQe//TTT8nMzMTX15fU1FTCwsJGHbd2c2/dulXMzsBwUOLYsWOsXLmSd955h507d6LX62ltbUWj0YjP4+bNmzl79iyNjY24urryta99bUzx67SRo9bWVgoLC4mJiSExMXHcF/BcpdXGEkcNDQ2UlZWNSu3NdF05pbb4WGPwpXVQHlrqsCigpaDW3ruQBItFoPVCC60XPv/2nRjgReh/apc6Q5w/uuSiVLIi2Jflvm6sDvUnKiyUwEA/3FRTEzzOII6kjBz19fUBjIocdXZ2YjAY0Ov1GI1G2traUKlU3HPPPXh6evLVr36VyMhI9u/fT0dHh2gDcPvtt/PTn/6Uhx9+mL179/Ld736XW265RUyp3XfffezYsYPt27cTHBzMvn37ePrpp4Hhz26rKWRSUhI5OTkcOXKEZ555BoBVq1Zx6aWXcu+99/LUU0/x3HPPERoaygsvvMCFCxfIzs7mX//6F9/5zne48cYbgeESHBcXF2666Sb+9a9/8fWvf92mAWokTieOLBYLFy5coLGxkbS0NMLCwiY8f67SaiPXNZvNlJaW0t7ePmsHbqsRpNFs5tNKue5kseFeI0cKHZllkV5UFCxc76m+zj5qjlfA8eGfg5QKlieE4ZMUylCkD83+SuqVJgQHTjO5qJRsjFvC1pQ4tiQuxdvN1cYEsbKyksHBQfz8/MShrl5eXmN+QEqdspoLzGYzrq6ukqyl/4+p6cUZjz179pCdnS3+HB4eTmxsLHl5eTz66KN897vfpaamhvXr13P48GEx9RUUFCQaPR44cIBrr71W9DSC4cjRgQMH+MlPfkJ/fz8PPvigjb/SY489Rm9vL7t27SIkJIS3336bFStWiMffeecd7rzzTrZs2UJaWhoHDx7E19eXdevWsW7dOjIyMvjud7/Le++9BwybWR46dIgf/vCHYtRrvCCGU5lACoLAiRMnGBwcZM2aNVNKWXV1dZGbm8sVV1wh6V60Wi3FxcWsW7eOvLw8ANasWTNrB+4jR46QmppKYVcv33733xLsVMZZCFS4EPR2B2az3GXkqMR5mKg8s7gjul7+noSmRqFcGkBXiDtVHmb67BxdclEp2RAbxbaUZcOCyH1isdDf349Op0Or1dLZ2Sn63lhHa1gLemdisDjfFBYW4ufnR0xMzKzXKi0t5YorrqC3t9fhI2ZjMTQ0xPnz5/Hw8MDNzY2WlhbeeOMNfvjDHxIQEMAnn3zCt771LbRa7aRrOVXkSKFQEB8fj6+v75TV/FzWHBmNRk6cOEF4eDjLly+X5MVkrTn68EKFBLuUcSbS+rypN7fZexsy4+Dv60r1qfLJT1zg9HX120SXApUKUhLC8E4MxRDlQ7OfinqVcc6jS2qlkvVxUVyZEsdlibGTCqKReHp64unpyZIlS7BYLGJUqaamhuLiYnG0hkKhcOhibJC25kiv148bRXMG2tvbefrppwkODgaG04EdHR289NJLKBQK+vv7CQ4O5sCBA9x3333jptTAycQRDIfpxpo/Nh7WmqOJHoTpIggCra2tGI1GVq5cKc5vkQKVSsWAwUh2Va1ka8o4B+aynslPkrEbEd4qtHJUbxQWi0BreSuUt4q/S/T3FGuXhqNLAnrF7B87tVLJuthIrkxZxmVJS/GRwH9IqVQSGBgo1sEMDg6i1WrFyJIgCJSUlIjnSJXCkorZmkCOZGQbvzMSEhLCj3/8Y8xmMwaDgTNnznD+/HnWrVtHe3s7SqWSnp4eXn31Ve67774J13I6cTRdgTOWseJsMJlMFBUViQZWVutyqVCpVJxqbKbPMPUZcjLOT7TCg6aKJntvQ2YclEoFjXmyrcZU6evqp+ZEJZwY/jlAqSApPgzf5FCGIr1p8VNRp5pa7ZJVEG37jyDynWNDRnd3d3G0RlNTE83Nzbi5uVFfX09JSQm+vr5iCs7X19fuURYp66L0ej2enp52v08zxd3dnfXr14s/L1u2jIyMDJt5pVlZWXz729+mpKTEpn7pYpxOHE2XsYwVZ0pfXx+5ubm4urqSmZnJ8ePHJY1IwfB+s2vkmVqLjWSdG/JHr+MSF+FFeX63vbfhtFgsAm0VrbRVfB5dSvDzIDA5DGOoO+b4EJvokkqpYN3SKLalxHFZ0lL8PGZXyznzfVtwc3MjPj6e+Ph4hoaGxIiStYXcKpQCAwPHnUE2l0jdrTYbjyNHwmKxEBwcPMriJyYmhn379o07D87KghdHVgMvk8k0q3BoW1sbhYWFREdHk5iYKKb2pAxpAhgFgbMt8uiIxUZP0eQFgjL2w6xZuB1q9qK/e4D+M7X/+akMf4WCpIRQsu6/it03b7KbIBrJxa38bm5uREREEBERgSAI9PT0oNVqaWpqorS0FG9vb1Eo+fn5zUtRs9SRI2dOq8Fws9TQ0BCRkZF4eHiIXeVnz56ltbWVnTt3sm7duknXcTpxNN0ojUKhmFU7vyAIVFZWUltby6pVq8QWRXEwrNk87iDZmZCv62ZoDqwHZByX5YIPmuY6e29DZhwC/dyoOXHB3ttY8AiCQEd1B9dfleEQwggm9jlSKBT4+fnh5+fHsmXLMBgM6HQ6dDodRUVFWCwWsU4pKCho1p3ME+1RKnHU39/vtJEjaxbnL3/5Cy0tLTz11FMIgiA+Nn/5y18oLS1l586dGAyGSYMlTieOZsJMxZHBYKCgoID+/n6ysrJsXjQXu1lLxak22QBwsRHdrmBxN4c7NmGeCjosTuN44tSkb00lMNzf3tsQmY7wcHV1JTw8nPDwcARBQK/Xo9VqaW1tpby8HE9PT1Eo+fv7SxZVkjJ70dfX57SRI6s4Ki4upqenh9dff53XX3+dH/3oR2zevBmVSsXSpUsBpvR4LRpxNN12/p6eHnJzc/Hx8SErK2vM6JDUBpP6IQP5cvh+UaFGQVue3L7vqChVCupzquy9jUXDFXdcYu8t2DBT4aFQKPDx8cHHx4fY2FiMRiOdnZ1otVpKS0sxGo0EBASIKThPT88Z7U8QBEkjRwuh5mhwcJDw8HAyMzPJzs7m8ccf55e//CVarVasM5qKvaPTiaOZFD9Pd4RIc3MzxcXFLFu2jGXLlo17TanF0aeV1RinYVMg4/ykm33Rdcn1Ro7KsnAvLuT1Tn6izKzx9vdi/Y419t6GDRaLRZKyCRcXF0JDQwkNDUUQBPr6+tBqtXR0dFBRUYG7u7solAICAqYsdqyfP7I4+hydTkdqaipJSUn8/ve/54033sDPz4/u7m5x5ttUnlOnE0czYaoixmKxUFZWRktLC+np6YSEhEiy7lSRZ6ktPgIaTOjsvQmZcTG2y8J1vth883pc3KSr35SCuZitplAo8Pb2xtvbm6VLl2Iymejs7ESn01FeXo7BYMDf319MwU3UWm9tDJJSHIWGhkqy1nxjjQYZDAZqa2spLS1Fr9ezefNmoqOjaW1txWAwDNe2dXTg7u6OUqkc1/Ry0YijydJqg4OD5OXlYTabycrKmlKYU0px1D0wyMm6RknWknEOvFDRmN8y+YkydiE4wJ2ao3Ih9nxxxR2b7b2FUUiZshoPtVpNSEgIISEhCIJgM9qkuroaV1dXm9EmavXnH9tms1lSF29nrjmyYrFYOHr0KEajkYGBAcxmM8HBwVRXV3PkyBEeeughDAYDHh4e9PX18Y1vfIPExMRR6ywacTSRiOns7CQvL4+goCBSU1OnNZpEKnF0qLIak5xSW1SsGfKhebDD3tuQGYdgVwttzjN60qmJXh5F4to4e29jFHMROZoIhUKBl5cXXl5eREdH2wzMraqqYmBgwGZgriAIol2NFPT19eHj4yPJWvaitbWV2267jW3bttHW1oZKpcLNzY2//e1vxMXFsWTJEjQaDWazmf7+/oUzPkTKmiNBEKivr6e8vJykpCRiYmKmtb6U4khOqS0+XKoG7L0FmXFQqRTUnZcLseeLK27fZO8tjInUPnbTRaVSiUIIYGBgQBxtUltbi1KpRBAE2tvbbQbmzhRnHh9i/ezu7OzkmmuuITMzE4Di4mJSU1Px9PTkvvvuIyMjY0rrOZ04mgljiRiz2UxxcTFarZbMzMxRLpozXXcm6PoHOFMvj45YTITgRkNJ6+QnytiF+EgvSvP67L2NRYFSpeCy2xxTHM135GgyPDw8WLJkiTgwt6Ghgbq6OpuBudYUnI+Pz7SDCQuhINtoNDI0NMSbb77J+++/j06n4/XXX6e/v1/8vDaZTGKGaMFEjmbCxSKmv7+f3NxcVCoVWVlZMzbnkkoc/eN8HmY5fL+oWNI4RLdZfs4dlcFm2W9svkjauIyAMD97b2NM5qPmaKZYi4mt88QGBwfFWqX6+npxoK61C24y00NrF52zRo6saDQavL29KSkpISYmhptuuomAgAAGBwfFVv6RdVvj4TiSeIrMNK1mLcju6Ojg5MmTBAQEsH79+lm5ls5WHFndt/+vuGzGa8g4Jx7N9t6BzHiEBnlQk1dr720sGtbtXm3vLYyLo0WOLmZk2s/d3Z3IyEhWrVrFpZdeyqpVq3B3d6ehoYFjx45x9uxZqqur6e7uHtfn5+KaI51Ox/PPP09qaipr1tjaLPz+979n48aN+Pn5cdVVV1FeXi4e02g0YqG49d/F2ZkXX3yR5ORkoqOjeeKJJ0bdr/vvv5/w8HDS0tJ47733bI53dHSwc+dOAgICuOyyy6ioqBAfhx07drBkyRIeeOABnnrqKfbs2QNAd3f3tITfookcmUwmqqqqqK6uZsWKFURFRUmy7kzFkclkoqCggEatjpr+wVnvRcZ5WKbwpLVG7kx0VILUFuQewvnBzduVgCQfqqqqxCn3jiRG7F1zNBnjzVVTKpX4+/vj7+9vMzBXp9ORn58PYNMBZw0SXBw5qqmp4bPPPhu1/u9+9zuee+45fvWrXxEXF8f3v/99du3aRWFhIS4uLnR3Dw9prq6uFju/RwY2PvroI771rW/x2muvERwczJ49ewgLC+Oee+4B4JFHHuH999/nvffeIzc3l71793L+/HlWrlwJwO7duwkKCuLIkSP85je/4corr6SyshIXFxeef/55sUbLanWgVCq56qqr8Pf3n/JjqxCmYhXpYFi9CqZKbW0t1dXVqFQq1qxZg6+vryT7qKioYGhoSHzCpoperyc3Nxd3d3dKULHvyClJ9iPjHFyl86fq42p7b0NmDFzUSlQ1tfR19dt7K4uCdTemsesHVwHDUQpBEOw+5X4kx44dY9WqVfj5OWbar7GxEZ1OR1pa2pRvYx2Ya03Bvfnmmxw6dIhLL72UV155hYKCAlJTU21u8/jjj/Puu++Sm5sLDIuo/v5+0Qvw5MmTbNq0ifPnz5ORkUFOTg5ZWVkMDQ2NuYfdu3cTFhbG73//ewCeeuop3nrrLXJzczEajURGRvLss89yxx13AHDNNdewYsUK9u/fT25uLhkZGTQ2NhIVFYXBYCA4OJhXX32V3bt3j3u/BwYG8PDwmPLjtOAjR3q9nurqaiwWC5s3b5407zodZhI5am9vp6CggOjoaJKSknjuzXck24+M46MQBDoL5PZ9RyUu3IvSXFkYzRfp167A19eX6OhoBEGgt7fXZsq9j4+P2K3l6+srWcv6VHGmtNpUGTkwNy4ujpiYGJYvX86HH36IxWJh48aNXHXVVWzfvp3t27cTExMzag2r3YCV5cuXA8Njt2A4hWWN3oxFdnY2L7zwgvjztm3beOihh+jq6qKmpgaNRsPWrVttjr/++uvibZOTk8Xsj6urK5s3b+bw4cMTiqPpCCNwwpqj6dDa2srJkycJDAzE3d1dUmEETGvwrLW+KD8/n9TUVJKTk2nr1ZPfLHcsLSZW4oeuTR5H4aj0N8pz7uaL6OVRRCSHih/uCoUCX19f4uLiyMzMFJ2NBwYGyM/P5+jRoxQVFdHS0oLBYJiXPTpyQTaMn1abDqGhodx1110cOHAAgA8++IB169bx2muvsWzZMtasWSOmp8YjLy8PQMyidHd3MzQ0xK5du4iMjOS6666juLgYGI7g9PT0EB4eLt4+IiICgLa2NlpbW1EoFDZO3REREbS1Df9ttra22tz24uNS4ZSRI4VCMWFazWKxUFFRQUNDA2lpaajVavGJkZKpzmyz1hf19vayYcMGMa334YVKnC6nKTMrIlpBdrRyTMKDPak7LDdHzBdX3HGJaGI4FhdPue/p6UGr1dLY2DgvUSXrUFdHjxxJJd70ej0KhYKsrCw2b97Mj3/8Y7q7u8nLyyM7O3vC2+7fv59du3YRHBwMDEeSbrnlFr7whS+gUCh4+OGH2b59O6WlpWJ0aWTht/X/dTodnZ2deHl52TzuPj4+6HTDg5Y6OztHGVX6+PjQ2ChtHadTiqOJMBgM5OfnMzQ0xMaNG/H29qarq0vSGWhWphI56uvrIycnB3d3d7KysmyiV7Lx4+LCBQUteXKk0FHxV5qQ3cbmB5VaxWW3ZlHdWDklUTMyFbRs2TIMBgNarVYUSwqFYlpt61NhZDGvo2KxWKbUlj4VrMXYI58PPz8/LrvssgnF0cGDB/nggw84ffq0+Lvk5GQxEgXw17/+lfDwcI4ePcoVV1wBQG/v5xF0q2AKCgqip6eHvr4+G2Ha09MjpumCgoJsOuMuPi4VC0ocdXd3k5ubi5+fH2vWrBFfNCNb+aVkssjRyPqixMREmz+yhq5uitvk2pPFxBqTH5oeeZCpI+KiVlB9psLe21g0pG9LJSDMD0v9zCIzrq6uREREEBERgcViEaNK9fX1lJSU4OvrK0aVZmKGCM4hjsxms2TlInq9ftwhrONRX1/PHXfcwS9+8YtRrf4jCQ0NJTg4mObmZtzd3fH396el5fOe0ObmYW+T8PBwBgYGEASBtrY2Md3W3NwsptLCw8Ntbms9vmLFiinveyo47rM+AWM9eY2NjZw5c4alS5eSnp5uo6athdNSN+aNFzkSBIGqqiqb+qKL/8A+kqNGiw7f+vmpk5CZPqE+AgO98jiX+cI6ZHaitNpUsbatx8fHs379ei655BKioqLo6+sjLy+PY8eOUVxcTGtrK0ajccrrOos4kiqtNt3RIVqtluuvv54rr7yS73//+zbHrJEgK01NTWg0GlJSUoDhAutDhw6Jxz/99FMyMzPx9fUlNTWVsLCwUce3bdsGwNatWykvLxfTaENDQxw/flw8LhVOHzmyWCyUlJTQ1tZGRkbGmKE164tH6uK6sbrVTCYThYWF9PT02NQXXYycUltc+KCmIV9OqTkqglZv7y0sGrwDvFh3XTowN91gbm5u40aVLq5VmiiqZJ14v1jEkV6vx9PT0+bx6OzsxGAwoNfrMRqN4iBXpVLJlVdeSWhoKM8++yzt7e3AcETP09OTtLQ0vvKVr7Bz504sFgsPPPAAmzZtIisrC4D77ruPHTt2sH37doKDg9m3bx9PP/00MJyRueeee3jkkUdISkoiJyeHI0eO8MwzzwCIJpf33nsvTz31FM899xwhISFcc801kjwOVpxaHA0ODpKbm4sgCGzatGncVj1rFGnkPBUpuDit1tfXR25uLm5ubqPqi0ZSo+vkQoecXllMrBn0ptHQbu9tyIxBZKgnDYfkQuz54tKbN+DiOvyebLFY5rQ9fywzRGutknXEhlUoBQYG2gxudfRibJBWHI01V23Pnj029Ubh4eHExsZyzTXXiB1qIzvHLr/8cg4fPsyHH37Iz372M26++Wb0ej07duxg37594uO5bds2Dhw4wE9+8hP6+/t58MEHueuuu8R1HnvsMXp7e9m1axchISG8/fbbNmmzd955hzvvvJMtW7aQlpbGwYMHJau9suKU4kihUKDVasnPzyc0NJTly5dP+AKx2pdLXZQ9Mq3W0dFBfn4+S5YsISkpacI/qg/L5KjRYkNZKQ8xdVR8hKmnWmRmzxV3XCL+/3wLEDc3NyIjI4mMjMRisdDd3Y1Wq6W2tnZUrZIziCMpsyFjzVU7fPjwuOf/7ne/G/dYSkqK6Es0HnfeeSd33nnnmMeUSiX79+9n//79Yx4PCgoaNVJEapxSHDU2NlJYWEhKSgrR0dGTnq9QKCQbEjsSlUol+hfV1NSQmppKZGTkpLeTU2qLiwiFOw0l8jA1R8TNTUWNXIg9b8SsiCIhI078WYqao5miVCoJCAggICCAhIQEBgcH0Wq16HQ66urqUCgUWCwW2tvbCQgIsIkqOQpSjjcZK3K0mHFKceTv78+6deumNSfFOl9NSqwF3o2NjRPWF42kvENLta5T0n3IODYretypkQ2tHJLYEA9KzsmzDeeLy2+/xObnuU6rTQd3d3eioqKIiorCYrHQ0NBAXV0dNTU1FBcX20SVvL29HWLfUqfVplOQvdBxSnHk4+MjDsqbKlJHjqz1RQAZGRlTntcmR40WHwPFXfbegsw4dFfLEb35wuptNBJHTV0plUo8PT1xd3dn/fr1YlRJq9VSV1eHWq228VWSut5lqkhdkC1Hjj7HKcXRTJiqm/VUsNYXRUVFodfrp/WHIbfwLy4S8KK1rsHe25AZg6gwL+o/kQux54s1V64kIOzzAa6CINg1rTYZI4XbxVGlrq4utFot1dXVFBcX4+fnJ0aVpusVNNs9StnK76gDdu3BohFHUkSOBEGgpqaGqqoqsb6oqalpyuuWtHVQ39U9qz3IOBdxGjVV9t6EzJh4m8aeGC4zN4wsxIbPyxKcQRyNRKlUEhgYSGBgIImJiQwMDIhRpZqaGlxcXEShFBAQMGdRJet4EynF0VRqZhcLTimOZqLKZ1tzZDKZKCoqoquri/Xr14sKezqi68MyufBzMaEEdPmyC7oj4uGupkouxJ43fAK9ybw23eZ3VpNFR6jdGYuppqw8PDxYsmQJS5YswWw209XVhU6no6qqioGBAfz9/UWxdLGP0Gz3B9KJS6tDtswwTimOZsJs0mr9/f3k5OTg6urKpk2bbPyLpiOOPiqXYwiLibgeJZ0a2VzQEVka7E5xvxw5mi82j/A2suLoDtQzqYdSqVSiEEpMTKS/vx+dTiem4FxcXAgODiYwMHDWUSXr585c+hwtZhaNOJppWk2j0ZCfn09kZOSYY0Cmum5+cyvNPb2TniezcFja6U6tvTchMyYtxfIXlflk60UpNXDetNp08PT0xNPT0yaqpNVqqaysZHBwcFZRJakdvPv7+2VxNAJZHI3DyPqiFStWEBUVNat15S61xYUbSloL2uy9DZkxCPZV0lYo22nMFzEroohbHTPq99Y2fkdNq0ndSTcyqgTDYsRaq1RdXY2rq6tNrdJkESGpx2HJrfy2OKU4muuao/Hqi8ZbdzJxJAgCB+WU2qJiRa8r3f2y87Ij4jYku5XPJ1tu3Si+9yqVSvGfI3kcjYXU4uNirFGl6OhozGYznZ2daLVaysvLMRgMNlElDw+PUY+VlAaQgiDIabWLcEpxBMMCyRqWnQpqtZqhoclrDPr7+8nNzUWtVpOVlYWbm9uE509FHOU0tdCul9+QFxMuFXKtkSPi7qqkpUj2NpovVGoVW+/YjFqtxmKxIAiCKJSMRqMokhwxtSalh9BkqFQqgoODCQ4ORhAEm1qlyspK3N3dRaHk7+8vfu5IHTny8fGRbD1nx2nF0XSZioix1hdFRESQkpIypT/Yqaz7gTxLbVHhbVbQWSOLI0ckNtSD4vNyRG++yLhqFUERgeLPFosFs9ksjuVwcXEZM6rkCFgsFruMDFEoFHh5eeHl5TUqqnThwgUxquTm5iZp5E1Oq9myqMTReGk1QRCora2lsrJywvqi8dadSByZLRY+rpBTaouJtUN+NJi09t6GzBhoymRDzvlk6xc22/ysVCpRKBSUl5fT3t7OmjVrxBmVFovFpr3feq69xJKjRLTGiipptVpaWlro7+/n5MmTo6JK00VOq43GacXRTNJqY4kYs9lMUVERnZ2dk9YXjcVk4uhsQzO6/oFprSnj5MgpNYdkaYQ31QdlR+z5wifQm3XXrbH5nSAIlJaWotVqWbduHZ6enuIxa1TJKpSs76vWou35jirNdc3RTBgZVVKr1bS2thIdHY1Wq6WsrAyj0UhAQIBNrdJU6O/vRxAEOa02AqcVR9NlLBEz3fqi8dY1GscP08tdaouLKNxpvCDXtDgiQqfO3ltYVGy5JcvG28hisVBSUkJ3dzfr1q0bNR9zpPix1idZU3Ajo0rWiNJcR5WkLHieC8xmM2q1mpCQEEJCQsToj1arpb29nYqKCjw8PGyiSuPdn/7+fgA5cjQCx33mJeZicaTVajl58iQBAQGsW7duRsJorHVHYrJYOFRRPaN1ZZyTlG53phHQlJknPNxV1OfV2Xsbi4ptX/w8pWaxWCgsLKS3t5fMzMxJB4crlUpUKhWurq64u7vj5uaGWq1GqVSKoslkMmE0GkUBJTWOklYbj4sLshUKBd7e3ixdupSMjAwuvfRS4uPjMZvNlJaWcuTIEQoKCmhsbGRgwDabodfrUSqVNs+LTqfj+eefJzU1lTVrbCOAHR0d7Ny5k4CAAC677DIqKmzd5k+fPs2GDRsICgriC1/4gii+rLz44oskJycTHR3NE088Mep+3X///YSHh5OWlsZ77703rWtLheM+8xKjVqsxmUyif1FOTg7JycmsWLFiVn8AE4mjU3WNdA0OznhtGeejr0iOTjgiscHumI3SDJ6WmZzYldHEp8cCwx92eXl5DA4Osnbt2hl9EVUqlbi4uODm5oarqyuurq6iMLAKJYPBgMlkkkwoObo4miztZ40qpaSksGnTJjIzM/Hz86O9vZ1Tp05x6tQp/vKXv/D+++/T2dk5amBuTU0Nn3322Zhr7969G4AjR46QnJzMlVdeKWZQOjo6uPrqq7n66qs5dOgQVVVV3H333eJtP/roI771rW/xi1/8gldffZX9+/fz+9//Xjz+yCOP8P777/Pee+/xzW9+k71791JUVDSla0uJQphO4Y4DYTKZpmXqqNfrOXHiBGFhYeh0OtasWYO/v/+s99HQ0EBbWxuZmZmjjv3kw0O8V3xh1teQcQ6S8cb413p7b0NmFAJBPTra6+Q5d/PFV5+6nd3f3o7JZCIvLw9BEEhPT5e8+8sqhKzRI0EQxFrU2RZ1nzlzhmXLlhEcHCzpnqXCGjFJTEyc9m1NJhM6nY5nnnmG119/nb6+YauZZ599luuuu47o6Gjx3Mcff5x3332X3NxcAHJzc8nIyKCxsZGoqCgMBgPBwcG8+uqr7N69m/3793PgwAHKy8sBOHnyJJdddhlNTU2EhISwe/duwsLCREH01FNP8dZbb5Gbm4vRaCQyMpJnn32WO+64A4BrrrmGFStWsH///kmvLSWOK4slxmg0YrFYGBgYYNOmTZIIIxg/cmQwmTlcWSPJNWScg5h2xyrelBkmNsJHFkbziEqt4rJbN2E0GsnJyUGhUJCRkTEnbfHWOqWRUSUXFxdJokqOHjmaTU2UWq0mNDSUJ598kurqah599FE8PT35y1/+QlxcHKtWreKHP/whJ06cGHXb7OxskpOTxa5uV1dXNm/ezOHDh8XjW7duFc/fsGEDbm5uHD9+fMzj27ZtIy8vj66uLoqKitBoNKOOj1x7omtLieM+8xKi1WrJyckBICMjY8b1RWMxnjg6XltP75BBsuvIODYqATry5XEhjoi6T+4enE/St6Xi6e/O+fPncXFxIT09fd66vpRKJWq1Wky9ubq62tQqWYXSVGqVnKEgW4rHValUEhMTQ3R0NEeOHEGj0fDTn/6Ujo4O3nrrrVHnt7a2Eh4ebvO7iIgI2traxjyuVCoJDQ2lra2NgYEBenp6bI5HREQA0NbWRmtrKwqFgtDQ0CmtffFxKXHcZ34SpmJ+ZfUvysnJEUOPUmcRxxNHcpfa4mK1xY8eXf/kJ8rMK77erlSdmZuCTZmxCV3tz9GjR7FYLCxdutRuAsNa1D0yqqRWq6ccVXL0yJGUVgN6vV7sVPP392fv3r386U9/4plnnhl1bmdn56iWfx8fH3Q63aTHOzs7xZ9HHgPE415eXjaP+1TXlpoF28pvNpspLi4W/TT8/PwoLS2dVp3SVBhLHA0aTWRX1Up6HRnHJqjJTJe9NyEziig/F4rkQux5wyfIm5RLE/Dy9sTd3Z2CggIAgoKCRCNDe7hOw/StAhxdHEk5PqS/v3/KbfxBQUFiPZGVnp4ecaBuUFAQvb29Yx4PDBx2Sx95vKenR7xdT08PfX19No/9xWtPdG0pWZDiaGBggNzcXJRKJZs2bRLTaFMZ9TFdxlrzaE0d/XNQPS/jmHigoimvxd7bkBmFQGtRrb03sahIuCSG8IgwkpOTRaPe7u5uOjo6qK2tpbi4GD8/P1EoeXt722X4rPWD1youRo41EQSBoaEh0ZDSbDbb1al7PKRM++n1ehtDzokIDw+npcX2/a65uZkVK1aMedxsNtPe3k54eDju7u74+/vbHG9ubhZvNzAwgCAItLW1iem25uZmMZU22bWlxLGe7Wkw3h+UVqvlxIkT+Pn5sX79epv6oolGiMwUpVI5ShzJKbXFxRqDD4MDshh2NOKifNA0ymNc5pPLb98kCiMYfp/29/cnMTGRrKwsNm/eTEREBF1dXZw5c4Zjx45RWlpKR0eH5F9cp8PIom6AoqIigoODcXNzGzP9Nhe+StNFysjRdEaHbN26lfLychobGwEYGhri+PHjbNu2DRguoP7000/F80+fPo3RaGTz5s3i8UOHDonHP/30UzIzM/H19SU1NZWwsLBRx61rT3ZtKVkwkSNBEKirq6OiooKUlBSbVkQr440QmQ0jp00rFAr6DUaOVMtmc4sJ92rZy8oRUXb32HsLi4rI5DAuu37zhJEgd3d3lixZwpIlS8SBqhqNhgsXLjA0NERAQAAhISEEBwdPefSFlAwNDZGTk4O3tzcrV65EqVSOiipZv2Dbe/6blDVHY4mjzs5ODAYDer0eo9FIW1sbKpWKVatWcemll3Lvvffy1FNP8dxzzxESEsI111wDwO23385Pf/pTHn74Yfbu3ct3v/tdbrnlFjGldt9997Fjxw62b99OcHAw+/bt4+mnnwaGP0/vueceHnnkEZKSksjJyeHIkSNi7dNk15aSBSGORtYXZWZmEhAQMOZ5c5FWs/5RWK3cD1VUMShxdErGcfG3qGgoarX3NmQuws/HlaozxfbexqJi+51bp5UiG2ugakdHB21tbVy4cAFPT0/x+ESjL6RiaGiI8+fP4+PjQ2pqqni9i2uVRv4b+XliPW++hJLUkaOL63b27NlDdna2+HN4eDixsbHU1NTwzjvvcOedd7JlyxbS0tI4ePAgavWwnAgKChKNHg8cOMC1115rY/K4bds2Dhw4wE9+8hP6+/t58MEHueuuu8Tjjz32GL29vezatYuQkBDefvttm7TZRNeWEqc1gRQEAYPBYFNflJ6ePqEt/enTp4mOjiYyMlKyfVgsFg4ePMgVV1yBxWLha2/8nfxO+RvrYiGzTY0uu93e25C5iOVRnhR9mGPvbSwa1C4qXip/Br8QX0nWMxqN6HQ6NBoNGo0Gi8ViU9Tt6uoqyXWsDA4Ocv78efz9/VmxYsWURJ41kmQVSlIaUE6FI0eOsGbNGkmGxd59990sX76cxx57bPYbWyA4deRIp9ORl5dHaGjolMaAWEeISIn1j0ir1ZJTVERJd+8kt5BZSHg02b/2QMYWhQKaC2QD1vkk4+o0yYQRgIuLC2FhYYSFhSEIAj09PWg0GhoaGiguLsbX15fg4GBCQkLw8fGZVVH3wMAA58+fJzAwkOXLl095rbGKuuczqiR15MjLy0uStRYKTiuO9Ho958+fH7e+aCzmIq1mnQ5dVFSExsMbo8UpA3EyMyBG4UlTRaO9tyFzEXGR3lQUlNl7G4uKrV/YPPlJM0ShUODn54efnx/x8fEMDQ2h1Wrp6Oigvr4epVIpRpSCgoKmlWIZGBjg3LlzBAcHk5KSMiuRNZ5VgDWiJGWtknV9exRkLxacVhz5+PiwefPmaRXtSS2OLBYLpaWlCILA8uXLefdcgWRryzg+STpXqu29CZnRdHbbeweLCt8gH9Zdmz5v13NzcyMyMpLIyEgsFgtdXV1oNBqqqqooLCwkICBAFEsTRUP6+/s5f/48ISEhNh12UjCeVYA1DTfbqJK1W05KnyM5cmSL04ojYNrdDFK28g8NDZGXl4fZbB5u91SrOVknRxEWEz2FGntvQeYiAvzcqDpZaO9tLCq23LIRtYt9PkqUSiWBgYEEBgaSlJREf3+/WKdUWVmJm5ubmH4LCAgQBUh/fz/nzp0jLCyMpKSkOfdamq4B5WRRJau4kipNJ0eORuPU4shqMjZV1Go1RgnMGXt6esjJycHf359Vq1Zx8uRJsmsaMDmA94XM/JAq+KBpkS0bHI0ILxUas/x3OJ9s++Kl9t6CiKenJzExMcTExGA2m9FqtWg0GoqLizGZTAQGBuLr60tDQwMREREkJibOuwnlZAaUVqE0UfpNSmNKQRDo6+uTpLB7IeHU4mi6qFQqBgdn50nT0tJCUVER8fHxxMXFoVAoUKlUZFc3SLRLGWcgqk2BbPXpWCiVChryquy9jUVF3KoYlq1eau9tjIlKpSI0NJTQ0FAEQUCv19PU1ER1dTWCIKDVasV6JT8/P7s4dcPEUaWx0m8KhULSYmyY3viQxcKiE0czrTkSBIGKigrq6+tZvXq1zdTgPrOFvLYOqbYp4+CoUdCaJ/0UaJnZsSTYlZp8ud5oPtn6xbkrxJYSa6qqra2N2NhYoqOjRauAvLw8AJuibnvOf4Pxo0rWshCDwSAaVEoRPZK71Ubj1OJoJmm1mdQcmUwm8vPz6evrY+PGjaMUdq6uG4tz2kXJzIB0sy+6bnkshaMx2CIL1vlE7aLisluy7L2NKdHb28v58+eJjo4mPj4egIiICCIiIrBYLPT09NDR0UFNTQ1FRUUOMf8NxjagNJvNtLW14ebmJn6ezcYqwGKxyDVHY+DU4mi6zCRy1NfXR05ODh4eHmRlZY35jeJMh06qLco4AQENJuRn3LEI8nen7bgsjuaTtdesltTbaK6w1oguXbqUuLi4UceVSiX+/v7iDLjBwUE0Gg0dHR1UV1fj6uoqCqXAwEBJ01nTwZpSq6iooKuri4yMDJvxVTO1Cujr6wOQa44uQhZHE2ANuUZHR4/b0dCu7+NCl+yIvVjwVqhoyGuZ/ESZeSXUA9plj7F5ZS69jaSiu7ubnJwc4uLiiI2NndJtHHX+myAIXLhwAY1GQ2Zmps21Z2MV0N/fDyCn1S7CqcXRdEOdUxVHgiBQW1tLZWUlqampE44bOVheifyWvHhIH/SleUiuL3MkVCoFDbmy49R84hfsQ+b21fbexoRYhdGyZctYunRmReMXz3/r6+tDo9HM+/w3QRAoLy+no6NjlDCCiQ0oR1oFjBVV6uvrQ61W4+bmNid7d1acWhxNl6nUHI0cYrt+/Xr8/PwmPP/DMrlnaTHhUtVn7y3IXMSyCG/K8uTo7XxyqR29jaZCV1cXubm5xMfHExMTI8maCoUCb29vvL29iY2NtZn/VlhYOGfz36zCqL29nbVr104arZqqAaW1SL23txcvL695G5jrLDjuq3sOmCxyNDg4SG5uLgqFgqysrAmH2AK09PRSIBeBLhpCFW40FLfaexsyF2Fok4vj55vAFd6UlpaK5or2qsMZi87OTnJzc0lMTJzyaKmZMNH8t5KSEnx9fQkKCprV/Ddrl3RbWxuZmZl4enpOe43JDChLSkowmUyYzeY5mW7vrCyqR8IqjgRBGPVCtX7TCA4OJjU1dUoq+qMLckptMbGy15Naua7FoQgJcKfm6AV7b2NREbsqmsuu34xGo6G0tBSDwUBgYKBYhzPZl8q5xDqMPCkpiSVLlszbdcea/2Z16q6rq7NJz011/psgCFRWVtLa2sratWtnJIwu5uKoUnl5OY888ggbN250KIHrCDi1OJpJzREwSiE3NjZSWlpKYmIiS5cunfK6H16QU2qLiaHSLntvQeYigt2gVbbRmFe2ffFS8YM+OTmZvr4+Ojo6aGlpoaysDG9vb3Fkh6+v77y1wWu1WvLz80lOTiYqKmperjkebm5uREVFERUVJc5/6+jooLKyckrz3wRBoKqqiubmZjIzM+ekWLq6upqdO3dyxx138Otf/9pudgWOilOLo+liFURWcWSxWLhw4QLNzc1kZGQQFBQ05bU0ff2UyMaPi4ZleNEiu6A7FCqVgrrz8heU+eRib6ORdThxcXEYDAZxZEdOTo7oQD2diMlM0Gg0FBQUkJKSMmEDjT0YOf8tOTnZZv5bRUUF7u7uYtTNOv+turqapqamORNGdXV17Nixg507d/LrX/9arjcag0UljkZarxsMBvLz8xkaGiIrK2vaIctgL09+f/MuHjt4mKae3jnasYyjEK9VIw+mcCziI70pzdPbexuLism8jVxdXW3MFbu7u+no6KCqqkqMmFiFgBRpIoCOjg4KCwtZvnw5ERERkqw5l0w2/83NzY2hoSFWr149J8KoqamJHTt2cPXVV/P888/LwmgcFMJ0LKYdDIvFMu1Bsp988gmrVq2irKwMHx8f0tLSZvVtpt9o5KmPDvNPuf5owaIQBNZ+ZkLXJotgRyJGNUhNXq29t7GoeOjN+9lwfcaMbjsyYqLT6fDw8BCF0kzb4Ds6OigoKGDlypWEhYXNaF+OgiAIlJWV0dzcjJeXF3q9XkxRSjX/rbW1le3bt5OVlcVLL70k1xlNwKITR4cOHcJsNhMXF0dCQoIkeVadTsc7J07xTnsndZ3ybKeFRorBHcM7zfbehswIQoM8aMnOtfc2FhV+Ib78qeIZVOrZf6CaTCZ0Oh0dHR1oNBqxDT4kJISgoKAptcG3t7dTWFi4IIQRQE1NDXV1daxduxYfHx+bFKVGo0GhUMxq/lt7ezvXXXcdq1ev5tVXX5U70yZh0Tw61gI3o9FIfHw8iYmJkq2tUqmI83Tnb1+6leePn+bVnAJ51toCIqBmCNmwwbEIUluQfcrnly23bJREGMFw/WdoaCihoaE2bfB1dXUUFxfj6+srRpXGmm3W1tZGUVERq1atshkC7qzU1tbaCCMYnaIcb/5bSEgIXl5eE37R12q17Nq1i+XLl/PKK6/IwmgKOHXkSBAEDAbDpOeZTCYKCwvp6elBqVSSlJQk6TcNvV7PyZMnueqqqwAoaGnjkQ8/pVrXKdk1ZOyDCwpS/q2nr3fI3luR+Q8uaiWqmlr6uvrtvZVFxbOnniB2pTSGihNhnW2m0WjQarXibDOrp1JHRwclJSWsWrWKkJCQOd/PXFNXV0d1dTVr167F13dqs+pGzn/T6XQTzn/r7Oxk586dLFmyhL/97W+SmVMudBa8fOzv7yc3NxcXFxeysrLIzc2d1CV7ulzsn5QWEcbbX7qF3506y5/O5mH6j3W7jPORYfKjo1c2GXQk4sK9KM2VhdF8EpcWMy/CCMafbVZaWsrQ0BCCIBAdHb0gBqXORBjBxPPf9Ho9zzzzDJdffjlXXXUVDz74IGFhYbz99tuyMJoGC7pMXavVcvLkSQICAsjMzMTV1RW1Wj2t4bNTYaRNuxVXtYrvbN7IX+64ifgAf0mvJzN/+NRNHpmUmV/6G+Uk53yz7QuX2uW6VvPElJQUli1bhkKhIDIykt7eXo4dO8apU6eorKyku7sbZ0uC1NfXU11dTUZGxrSE0cWMfIwuueQS1qxZw8aNG3nvvffYsmULJSUlLF++nFOnTk27Rncx49TiaLwcqyAI1NfXk5OTQ1JSEitWrLBxBp0rcTTWut5DA9y7JJgvrkzGReXUD/eiw1ehpqFArmxxJMKDPakrrLf3NhYVahcVl92aNfmJc0hTUxMXLlxgzZo1pKamsm7dOrZs2cLSpUsZGBggJyeHI0eOUFxcTFtbm+TZAalpaGigqqqKjIyMSed3TgeFQkFYWBg/+MEP8PX1ZdOmTfzud7+js7OTW265hZCQEG699VZKSkoku+ZCZcGl1ayzYtrb28nMzCQgIMDmuEqlkvwPxyq8Rooji8VCWVkZLS0trM/MZHtgIHvWpvPIh59SLJtHOgXpAz40GtrtvQ2ZEfgrTTTZexOLjLXXrMY32H4prMbGRsrLy1mzZo3N+7k9PJWkoLGxkcrKStasWSOpMLIyMDDArbfeitls5sMPP8THx4cvfvGLWCwWzp8/z7/+9S+7jnhxFpxeHCkUCjGcOjQ0RG5uLhaLhaysrDGnF89FukPbEQAAiRRJREFUWk2hUNhEpAwGA3l5eRgMBhuDycTgIP5yx038+VweB06eZcgk7T5kpEVZIRsMOhKuLipqzlbYexuLjm1ftE9KDYYjLJWVlWRkZODv7z/ueUqlkoCAAAICAkhKSrLxVCovL5fEU0kKrEJvsvszUwYHB7njjjvo6+vj4MGDNnVZSqWSdevWsW7dOsmvuxBxenFkpbu7m9zcXAICAli5cuW45lYqlWpO8q5WcaTX68nJycHb25uMjIxRLZMqpZK71mdwRXwcjx48TF6zPOXdEYlQuNNQKnsbORLBXmYaegbsvY1FhV+IL5nbV9vl2tZi5TVr1kxbSIx0oR7pqVRYWDgjTyUpaGpqEiNgcyGMDAYDX/7yl+no6OCTTz6Zk6jUYmJBiKOWlhaKiopISEggNjZ2Qr8HlUrF4OCg5HtQKpVotVqqq6uJiYkhMTFxwn0sCwrg5dtu5C85Bfzm2GkGHDxHvthY0e1OjXPVdy54TG1d9t7CouOyW7Mk8zaaDrW1tdTU1EhSkzNbTyUpaG5u5sKFC6Snp48q9ZACo9HInXfeSX19PZ9++imBgYGSX2Ox4dTiSBAELly4QH19Penp6VPyvJiLgmxBELBYLFRWVrJy5copDz5UKhR8ae1qLo+P5dGDhznbIEcqHIWBki57b0FmBJGhnjQcKrP3NhYd9kipjXSKnk0X11goFAr8/Pzw8/MjPj7exlOpurp6lKeSFOM1mpubKSsrIz09fU5Ei8lk4mtf+xoXLlwgOzub4OBgya+xGHFqcaRQKFCr1WzcuBFvb+8p3UatVktakG2xWCguLsZoNJKQkDCjidDR/n78ce9u3sovZv/Rk/QZ5HZLe5KIF611DfbehswIfAT5b2K+WbZ6KbEro+f1mtXV1dTX19s4Rc8lE3kqGQwGAgMDxajSTIqYW1paKCsrY/Xq1XMijMxmM9/4xjfIz88nOzt7QbiFOwpOLY4AEhISbPyFJkPKyNHIAnBfX99ZdQAoFApuTV/JlmVLeexgNifkD2e7EatRU2XvTciIuLmpqDkjF2LPN1u/sHneriUIAtXV1TQ0NMybMLoYq19QcHAwycnJ9PX10dHRIQoc6xDYkJAQfH19J02/tba2UlpayurVqwkKCpJ8vxaLhe985zucOnWKw4cPExERIfk1FjNOL46mmx+WShz19vZy/vx5/P39WbVqFbm5uZKsG+Hrwws37+SdwlJ++ekR+uWOtnlFCWjz5fZ9RyI2xIOSc9LXCcqMj8pFxdodq0TX/7nEOveyqamJzMzMKWcB5hKFQoG3tzfe3t7ExcXZDIHNyclBqVTaDIG9uPGmra2NkpIS0tLS5kwYPfjgg2RnZ3P48GGio+c3wrcYcHpxNF2k8Dlqa2ujoKCAZcuWia6tUtcy3bhqOQEDvbxSUcfZVtkXab5Is/jSpam19zZkRtBdLdfizTdJWXGUVZVSVV8peQ3OSARBoLKykubmZjIzM/Hy8pJ0famYjqdSb28vRUVFpKWlzUn9j8Vi4cc//jH//ve/yc7OJjY2VvJryCxCcTQbnyNr6Le6uppVq1YRHh4uHpuLQu8gDw/+X2YapQYz/3PkJF2D8vDTuSak2UKPvTchIxIV5kX9J3Ih9nxz4zd3kHnZajo7O+no6KC0tBSj0WhTg+Pm5jarawiCQHl5OW1tbQ4tjC5mMk8lQRAICQlBpVJhsVgk9VSyWCw8+uij/P3vf+fw4cPEx8dLtraMLU4vjuYrrWY2mykqKqKzs5MNGzaM6qKQWhwJgoCHhwfV1dVEBwVx4JrLebHoAoeqaiW7howtbihpzpN9pxwJb5P8hWC+8QvxJfOa1TY1OIIgoNfr6ejooKmpidLSUnx9fcWo0nRb4K2dxh0dHWRmZjqUg/V0sXoqubu7o9PpiI2NxWAwSO6pJAgCTz75JK+99hqffvopycnJEt4LmYtxenE0XawiZjq59MHBQXJzc1EoFGRlZY35jUlKcWSxWLBYLERHRxMcHEx7ezsdba1c66EiKWUZb9Q00jUkD0SVmgyjL219GntvQ+Y/eLirqZILseedsbyNFAoFPj4++Pj4sGzZMoaGhtBoNHR0dFBbW4uLi8uU02+CIFBWVoZGoyEzM3PMSQbOhtVgMi0tTewYk9JTSRAEnn76aX7/+9/z6aefkpqaOpd3R4ZFKI6shXNms3lUEd1YdHd3k5OTQ3BwMKmpqeOGSKWoZRIEAUEQRJGlUqnEN6T4+HgGBgZIbG8nydebVy9Uk9Mtj7eQEs8aOUrhSMSGuFPULz8n881UvI3c3NyIiooiKipKbIGfSvpNEARKS0vR6XQLShgVFBSwcuVKm1Z6qTyVBEHg2Wef5bnnnuPjjz8mLS1tvu7aosbpxdFM0mowNXE0Xeft2YgjqyiyzokbS4R5eHiwdOlSli5dyiWZa/m//CKeO5tHl+yLNGsCcKW+sMXe25AZga6i0d5bWHTEp0/f22iq6bfg4GDq6+vp7u4mMzNzQQw/1Wg0FBYWkpqaSlhY2ITnTtVTKSgoSBSNgiDw29/+ll/96ld89NFHrF27dj7ulgwLQBxNF6VSiUKhmDAFZu2gqKurm5bz9nT8li6+njWVZt3fZLi6urJnXQZXpaXydPYJ3istn9G1ZYZZ3e9FvWlmz5+M9ESHeVErF2LPO1u/MDtH7InSb9XV1QCEh4ej1+txcXGRvPttPtFqtRQUFLBixQqb5pypMJGn0r59+zh8+DBbt27F1dWVl19+mQ8++IANGzbM0T2RGYtFJ45gYpdsk8lEYWEhvb2903LenmnNkTViNB1hNBIfNzd+ds0VbE9J4IlPjtDSK6faZoI+Vy7EdiQ8DPKA2flG7apmyy1Zkq7p5uZGREQEOp0ODw8Pli1bRldX15x0v80nWq2W/Px8li9fPm1hdDEXeypFR0eTkpLCSy+9RHFxMQEBAbz44ou0trZy1VVXST5SRWZspOsxdCLGEzIDAwOcPn0ao9E4LWE00ZoTYbFYZiWMRrJpaTR/+9Je9qatYG4t2xYeUbija+yz9zZk/oOXh5pKuRB73lm3PR3fIGkNGC0WC0VFRej1etatW0dERATLly9n8+bNrFu3Dl9fX5qamjh69Chnzpyhurqa3t5esbzAEdHpdOTn55OSkjInrtRhYWH4+vpSW1vLRx99xLvvvktISAiPPPIIwcHBbN++fVbNP0eOHOHaa6/F39+f1atX8+9//3vccysrK7n88ssJCAjg+uuvp6PD1nPv/fffZ/Xq1YSFhfHtb39bcjsbe+L04mgmgmIsIdPZ2cnJkyfx9/cnMzNz2i2X0xFH1jSatcZotsLIiperKz/Zeim/v2kn0X7yt4upsrzb+WsfFhLRQW4YB+U6uvlm6xelHRdisVgoLCykr6+PtWvX2rynWtNvy5YtY/369Vx66aVERUXR09PD2bNnOXbsGKWlpWg0Gof6wNXpdOTl5ZGSkjKjOZpT4e9//zsPPPAAb7/9NldffTVbtmzhV7/6FSUlJZSVlfHVr351xunIgoIC9uzZw0033cTp06fZsWMHN954I5WVlaPONRqNbNu2jYSEBI4cOYJSqWTXrl3i8aKiIm6++Wbuvfde/u///o9///vfPPLIIzO+346GQnBkiT4FBEHAYJheW/uJEydYtmyZGA5tbGyktLSU5ORkYmJiZrQPrVZLcXExW7ZsmXS/IwuvFQrFnNjzDxiNPH/iLG/kFWFx7qd4ztl43EJ7Y5e9tyHzH4L1Otpq5BEu84l/qB8vle8f1cI/UywWCwUFBQwODrJ27VpcXFymfNuR3W8ajcZh0m+dnZ3k5uaSnJxMVFTUnFzjn//8J3fffTdvvPGGjRCRktraWtFV22AwEBwczGOPPcb3vvc9m/PeeecdvvzlL6PRaHBzc6O5uZmoqCjy8vJYvXo1999/P6WlpRw8eBCAN954g/vvv5+mpqZpPd+OyqKtObIKlAsXLtDU1ERGRsasZuBMJXI02/qi6eDh4sIPLtvEVYnLeOzjz6jt7JqzazkzKfjQ3lhn723I/IelEd5UH5QLseebsbyNZorZbKagoACDwTBtYQSTd7/5+PgQEhIyI/PJmdLV1UVubi5JSUlzJoz+9a9/cffdd/PKK6/MmTACbMaNuLq6smzZMnp6Rs8FyM7O5pJLLhHFaGRkJMuXL+fw4cOsXr2a7Oxsbr/9dvH8bdu20dHRQXFxMenp6XO2//nC6cXRTNNqBoOB8+fPMzAwwMaNG2dtXT+ZOJpPYTSS9Mhw/vqFm/jdqfO8cj4fsxxFsiG6XUGVvTchI+I6INd+2YOtX5AmpWY2m8nPz8dkMpGRkTHrCMJ43W8ajWba5pMzxSqMEhMTWbJkieTrA3z88cd85Stf4cUXX+Smm26ak2uMxeDgIGVlZaxcuXLUsdbW1lHF5hEREbS1tY153DoyxXrc2XF6cTQTBEGgpqYGX19fNm7cKEkIcCJxZG3Tn29hZMVNreb+zRu4MnEZjx7MplKrm9frOyoqATry5PSNo+Dt5ULVmVJ7b2PRMRNvo7Ewm83k5eVhsVjIyMiYksnudJmp+eRM6e7uJjc3l4SEBKKjZ/8YjcXhw4f5whe+wIEDB7jtttvm5BrjceDAAfz9/dmxY8eoY52dnTamlgA+Pj7odDrxuI+Pj3jM2nVnPe7sLAhxpFAoptzdoNVq0Wq1+Pr6snbtWsmEikqlEgutrQaOFzte20MYjSQ1LIQ37tjDH87k8NLZPEwz9GVaKKRb/OjsXBh/yAuBAJchuodm5zIvM31m620Ew8IoNzcXQRBYs2bNnAiji5ko/VZSUiKO6php+s06HSE+Pn7OhNHRo0e57bbbeOaZZ/jSl740r58Pzc3NPPnkkzz66KNjOpUHBQXR29tr87uenh5WrFgx5nFBEOjt7Z1VeYojsSDE0VSpr6/nwoULBAYG4uPjI+kLcaTztlKptDF2hLkrvJ4uLioV38hax7aEZTz2cTal7Yt3lphnVR+d9t6EzH8Q6KnumPw0GUmRwtvIZDKJsyczMjLsYuwodfqtp6eHnJwcli1bNuMmnck4deoUt9xyC7/85S+566675vXzwWg0snfvXtavX883v/nNMc8JDw+npKTE5nfNzc1iKi08PJyWls+nCrS1tWGxWGbt++QoOH0r/1SwWCwUFxdTWVlJZmYmfn5+kreHjhRH1miRo0SMxiI5JIhXb7uRb21ah6sTu9TOFHdBQVvx4hWGjkZshA+6Jlmqzjfrrp2dt5HJZCInJwelUsmaNWscxvHamn5bvXo1l112GcuXLwegtLSUzz77jLy8PJqamhgaGj27r6enh/PnzxMXF8fSpUvnZH/nzp1jz549/OxnP+Mb3/jGvH4+WCwWvvrVr9LZ2ckrr7wy7rW3bdvG8ePHxceoqamJCxcusHXrVvH4oUOHxPM//fRTwsLCxMiSs7MgxNFELyyDwcC5c+fo6uoiKytL/NYgtThSKBQolUpMJpNN4fV4g2odAbVSyd3rM3jjjptYFR46+Q0WEEk6JSbD4k4rOhLqPtnZ3R5MZcjseBiNRnJyclCr1aSnpzuMMLoYa/ptPPPJ06dPi+aT1ohRXFycTVeXlOTl5bF7925+8pOf8J3vfMcuwig7O5u//e1vmEwm2traaGtrQ6PREB0dzZ///GcAtm/fTlhYGN/4xjcoLCzk3nvvZfPmzWLx9l133cXx48f57W9/y9mzZ3n44Yf52te+Ni8p1fnAcT+5JUCv13Pq1CnUajUbNmwQ86qzHRI7HiqVCqPRaLfC65kSHxTAy7fewPcu3Yj7AnlhT0ZQ++K4n86Ar7crVbIj9rwTEOZHxlWrZnRbqzBycXFh9erVDiuMLmYs88klS5bQ29vLmTNnOH36NB4eHnh7e8+J+WRRURG7du3iwQcf5Pvf//68f0a89dZbvPzyyzQ2NpKamkp4eLj4z2pIbK3fVavVfPzxx1RXV7NlyxYEQeCdd94R11q+fDl/+9vfeOGFF7j++uu5/vrrefzxx+f1/swlTm8CCYiCZCQdHR3k5+cTExNDYmKizYuwsbGRlpYW1q1bJ8n1rYXXp06dwmAwEBYWRmhoKH5+fk4jkKzUdXbz6MHD5LUsjHbMsQjClYC/tWExO/1Lf0GwPMqLog/P23sbi46r776Me//nv6YtbAwGAzk5Obi7u5OWlubQ0fGpotfrOXv2rNiOPhfmk6WlpVx77bXce++9PP7440732bDYWBBfn0e+yARBoLa2lsrKSlJTU8e0eJcyrTay8DojI4POzk7a29vJzc1FpVIRGhpKaGgo/v7+TvEmEuyq5u6oYE55e/D32kYGjAuveyitz4s6WRg5CAKtRbX23sSiJGJtENnZ2QQFBYldXZONTbL6w3l6erJq1SqneE+bDL1ez/nz54mJiSE+Ph5AcvPJ8vJyrr/+eu68804ee+wxWRg5AQsicjSyzqe4uBiNRkNGRgZ+fn5jnt/e3k55eTmbN8/O+OziUSAj3ygsFosolNrb2xEEgZCQEEJDQwkMDHTIMHRnZyf5+flERkaSmJhIc4+en33yGacbmuy9NUm59LySpkq5GNsRiIvypvLDc/bexqIjfk0s/3PkMVEAaDQaenp6bNrfvby8bD7ErcLIy8uLlStXLghh1NfXx7lz54iKiiIhIWHc80Z2v2m12ml1v1VXV7N9+3Zuvvlmfv3rXy+Ix20xsGDEUX9/P7m5uWIEx919/GGiOp2OwsJCLrvsshlfczqO14Ig0N3dLQol6zyb0NBQgoODHaKAraWlhZKSEpKSkkZ5evy9sJT9R0+hn+YMO0dkqcIT1ZuN9t6GzH+I97ZQfrLc3ttYdNyz74vsuPcqm98NDQ3R0dFBR0cHOp0ONzc3USh5eHiQm5uLj48PqampC+IDfqQwio+Pn3I0Zzqz3+rq6ti+fTs7duzg+eefXxCP22JhQYijzs5Ozpw5g7+/P6tWrZo0KtPd3c358+fFlsTpMjJiNF3/Imu41iqU+vv7CQwMJDQ0dEphbamxuoXX1dWxatUqgoODxzyvrVfPE4eOcqy2fl73JzVXdvpTfbDa3tuQAXx9XOk+XYTFLHcNzidqVzV/rnwWn8DxW/jNZjM6nY6Ojg7a29sxGo24u7uTkJBAcHCw0w8W7evr4/z580RERJCQkDDjNNfI9JtGo6Gmpoann36abdu2sXnzZn70ox9x5ZVX8sILL8jCyMmwf8hCArq6uoiOjmbZsmVTepHPtObIWng9m1EgI83K4uPj6evrs8lr+/v7i3VKE0W/pMBisVBSUkJnZyeZmZk2VvAXE+bjzfM3XMv7JeU8/dkJesbwB3EGugvldJqj4Kvop1MWRvPOumvTJxRGMPweGRISIo6L8PPzw9vbm9raWoqLiwkICLCJKjkT/f39nD9/nvDw8FkJIxhtPrls2TLa29v55z//yf/+7//i4eGBWq3mo48+4oorrpjz93QZ6VgQUtZaSDfVF7larbapFZoKVlFkvZ1UrfpeXl7Exsayfv16Nm/eTGhoKO3t7Rw7dowzZ85QU1NDX5/0wzitrbh6vZ7169dPKIxGsnNFEv/48i1cER8r+Z7mmlTBB23L6OnTMvZAQFfeau9NLEqm6m00MDDAuXPnCAwMJD09ncTERLKysrjkkksICQmho6OD48ePc/LkSSorK+nu7p7We6o9sAqjsLCwUV3MUhAcHMytt95KV1cXN998M2+//TYqlYp7772XoKAgbrjhBgoLC2d1DZ1Ox/PPP09qaipr1qwZ97wrrrhCzGyM/Hf33XcDw0aUFx+baL3FxoKIHE33BT7SzXoq9T4TFV5Libu7OzExMcTExGAwGMSQdlVVFV5eXmJEaSZzgkZirc/y8vKakattsJcn+3dew0cXKvll9nE6BwZnvJf5JLJNQZW9NyEDQESgmsZC2fhxvgkI8yPj6rRJz7MKo+DgYFJSUmzebzw8PMT3KaPRiFarpaOjQ3TKthYqBwUFOVTjycDAAOfPnyc0NJSkpKQ56RjTarXs2rWLFStW8Je//AUXFxeuu+46fvOb31BYWMj777+Pl5fXrK5RU1PDZ599Nul5//jHPzCMqBNtaWlh8+bNfOtb3wKGy0uCgoIoLi4Wz3GE+ldHYVE+EtMRR9MpvJYSV1dXcfq0yWRCo9HQ3t7O2bNncXV1FYXSdL2Uurq6yMvLIyIiYtZvENckJ7AuOor/zj7OR+WOLTvUKGjLW7jeTc6Gx6DzF/c7I5fdtgmVauIvd9boSkhICMnJyRO+R7i4uIgmghaLha6uLjo6OigvL2doaEgsVA4JCZm1T9BssIq9kJCQORNGnZ2d7N69m7i4OF5//XWbuiyFQkFaWhppaZML08lYu3Ytb7/9No8//jjvvvvuuOcFBATY/PyTn/yE++67j/T0dGBYHAUHBxMWFjbrPS1EFqU4soqcyeqO7CWMLkatVotvQNZCyfb2dvLy8lAoFKJQCggImDCq1draSnFx8ZgdaTMl0NOD/77uSq5JiufJT4+h6e+XZF2pWaYDffeAvbchAwT4uVF1cnapBZmZse0LE9uXWAuVw8LCpi0ilEolgYGBBAYGkpSUJNZTtrS0UFZWNiufoNkwODjI+fPnCQ4OnlTszZTu7m5uuOEGwsLCeOutt+a9sWYyKisreeutt2hq+tyWpbu7m8DAQDvuyrFZEOJoJi92tVo94QgRa9G1vYXRxVgLJUNCQsRvau3t7RQXF2M2m0UvpZEhbWtHWm1tLWlpaYSEhEi+r60JcWQuieTpz07wfqnjtWZHd7pTY+9NyAAQ7qVEIxdizzsJGXHErFgy7nFra3tkZKQkhcre3t54e3sTFxeHwWBAo9HQ0dFBTU0Nrq6u4vvYZF/qZsPg4KBYN3VxelAqent7uemmm/Dz8+Mf//iHXSNk4/HnP/+Zm266yaa2tLu7m5aWFq688krKysq45JJL2Ldvn2RfnJ2dBSGOZsJ4HWvWjjTrMUcSRhcz8ptacnKy6KVUXl6OwWAQnW+1Wi2dnZ2sW7duyoXXM8HX3Y0nrrmCa5Li+fmnR2ntdYyaEm+FiqZCOaXmCCiVChrzZCsFe7B1gqiR1SV6up4/U8XV1ZXIyEgiIyNtfIKsX+qs71VS2gRYI0aBgYEsX758Tt7H+/r62Lt3L66urvzzn/902M691157jT/84Q82v1u/fj033HADt99+Oz09PXzve9/jxhtv5MyZM7LtAAvE50gQBJvCs6lw9OhRli9fbuPrM1+F13ON1XujtbWVhoYGzGYzAQEBREREzJuXkn7IwP6jp/h7UemcX2syNg/60/xP+QPZEUhY4sOFD87aexuLDhc3F/5U8cyYLfy9vb2cP39+WnYoUiEIAr29vaL5pF6vx9/fXxRKMy1eHhoa4ty5c/j7+7NixYo5uU8DAwPs3bsXg8HABx98MKdfPMfCWnOUm5s74XkNDQ3ExMSg1WonTKOdO3eOdevWUVJSwvLly6XertOxaCNHF6fVZutf5EgoFApUKhUdHR0EBAQQHx+PTqebVy8lbzdXHrlyC1cnLeNnnxyhqad3Tq4zFVyqHLMOajFi1ujsvYVFyXjeRlZhFBMTw7Jly+Z9XwqFAl9fX3x9fYmPj2dwcFAUShUVFXh6eorpt6k2nwwNDXH+/Hn8/PzmTBgNDg5yxx130NfXx8GDB+ddGE2Hc+fOER4ePml90YoVKwBobm6WxRELRBzN5MU/Mq3mKIXXUmHtSAsPDxcLEH19fYmNjRXffKzpNx8fH1EozbbFdCw2xCzhb1/ay7PHTvPX/GLmO0wZqnCjoUT203EEgvzdqT5+wd7bWJRs++LolFpPTw85OTksXbqUuLg4O+xqNO7u7kRHRxMdHY3JZBJtAvLy8gBsbALG6jS2zn/z9fUlNTV1Tt7LDQYDX/7yl9FoNHz88cfjzvB0FMrKyliyZHStmXWWnhXrY5ySkjJfW3NoFoQ4gmGBNJ0MoVUcOWrh9Uxpa2ujuLiYhIQEYmJiRh0f+eZjLZJsa2ujuroaDw8PUSj5+PhI9lh4uLjwoys2c01SPI9+/Bn1Xd2SrDsVVvZ4UGtx+szxgiDIzUK7/FzMOwFhfqy5yraFvLu7m5ycHOLi4oiNjbXPxiZBrVYTFhZGWFgYgiCINgGVlZUUFRXZuHS7u7tjMBg4d+6cOP9tLt7LjUYjd955Jw0NDRw6dMgu3V6dnZ0YDAb0ej1Go5G2tjax+WbNmjU88cQTfOUrXxHP12g0eHp62qzR1tZGWlqaON5Eq9XyjW98gzvuuIOoqKj5vDsOy4IRR9NFpVJhNBqdovB6KgiCQG1tLTU1NaxatWpKHWkjiyRHeimdO3cOFxcXQkNDCQsLm7aX0nisiYrgrS/ezG9PnuW1nEIs81DuNlQ6f0JMZnwUSqg963hdjIuBi72Nurq6yM3NJT4+fswvUI6IQqEgICCAgIAAG5uA1tZWLly4gJeXFwaDAW9v7zlLpZlMJr72ta9RXl7O4cOHx51DOdfs2bOH7Oxs8efw8HBiY2PFQuqLgwQajWZUoXhYWBjvvvsuTz/9NE8//TQKhYJbbrmFn//85/NxF5yCBVGQDcOhzqneFUEQKCoqoq+vj9jYWAIDAx3KyXW6WCwWysrK0Gg0pKen24RKZ8JIL6WOjo5peSlNlcKWNh79+DOqdZ2zXms8lim84M2GOVtfZuokLvGhTC7Etgu/OfskMcuHowFWYZSQkLBgWrat3kwwLGDUarUYUQoMDJTk/cpsNnPfffdx9uxZsrOziYiImPWaMo7NghFHRqMRi2Vy7xRr4bVer6ehoYH29nYEQbDxB3KmLjWj0UhBQQEGg4E1a9ZIXmA90kupvb19XC+lmWA0m3nh9Hn+fC4f0xSeu+lyldaPqk9kdyNHYKmLgeocuWNwvklcG8e+zx4DhtMxubm5JCUljVmD4owYjUbOnz+Ph4cHq1atAhBtAjo6OjAajTY2ATPp1LVYLHz729/m6NGjHD58eMGISpmJWVTiaKzCa0EQ6O7upq2tjfb2doxGo/jhHxwc7NARpYGBAXJzc8U3hrmeiyMIAj09PbS3t9PW1sbQ0BDBwcHiYzVTf5Kydg0/PZhNuUYr2V4VgkBGtonOdvt1yckMExLgTtvRfIcfSroQ+fqvv8x192xDp9ORl5dHcnLygqkpsQojd3d30tLSRn2ptVqaWIVSb28vfn5+YlTJ09Nz0vSbxWLhwQcf5ODBgxw+fNhh67NkpGfRiKOpFF5bPTesH/6Dg4Pih39ISIhDDeXr7u4mLy+P0NBQkpOT5z3aJQgCfX19oqjs6+sjMDBQTL9N9xua0WzmxTM5/PFMLiYJXpJpFl/0b9fOeh2Z2bM83I2ij/PtvY1Fh4ubmj9XPseQZZD8/HxSUlKIjIy097YkwWg0kpOTg5ub25jCaCwGBwdFl26dToe7u7vY/ebv7z9qDYvFwo9//GPeffddsrOziY+Pn6u7I+OALHhxdLHjtUKhmFKx3lgf/kFBQaJQsufsHGtHmrWg0hEKyfv7+8XUW09PD35+foSFhRESEjIl11iDwUBubi6tgwb+2tROSbtmVvu5utmHyqN1s1pDZvao1Qpc6xro1TmGW/piImlzHHc8tRudTkdKSsqCihjl5OTg6urK6tWrZ/TF0Gw2izYBGo0Gi8WCj48PBQUF3HDDDfj7+/PTn/6UN998k+zsbJKSkubgnsg4MgtGHJlMplHjQC52vJ6qMBqLvr4+8cO/t7eXgIAAMUoyX7N0BEGgrq6O6upqVq5cSWho6Lxcd7qM9FLq7OzE29ubsLCwcb2U+vr6yM3NxdfXl5UrVyIAr+QU8LuT5xiaZDjwWLiiJOlfvfTrhyS4NzKzISnah9J/y4XY9uBr/3sH7lEq1Go1FotF/HIn5YiO+cZkMpGTk4NarSY9PV2SiLm1tOLcuXPcf//9NDY2EhoaSk9PD++88w5XXnmlBDuXcTYWrDgaWV+kUCgkTTsNDAyIQqm7uxs/Pz9RKM3VbB1rR1pHRwfp6ekObzxmxWg0ikJJq9WO8lKypgejoqJGDbus1XXx6MfZ5LdMby7aBqMfHf+QC7EdgRjVIDV5tfbexqLDL9SXL/1uF2mr0wgNDR13RMdcvmdJzUhhtHr16jmpBxUEgR/84Ae8/PLLrFy5kpycHFJTU9m5cye7du1i7dq1s/os0el0vP766xw4cABXV9cJR394e3vT19dn87uuri7xvf/999/n4YcfprW1lVtuuYVnnnnGoWtknQ3HKaKRkLl2vPbw8GDp0qUsXbqUoaEhUShVVFSIjtNhYWGjjLdmitFopLCwkKGhIdavX+80b2YALi4uNl5KWq1W9FJSKpWYTCaio6PHnAIeG+jPn27ZzRt5Rfzm+BkGR4x7mQifegMdc3FnZKZFaJAHNdll9t7GoiT+kmhWp68Wo8sjR3QMDAzYjOjw8vISi5R9fX0dIk1/MSaTidzcXFQq1ZwKo2effZY333yTI0eOsHbtWjo7O/nwww95//33ueqqq3j55ZfZvXv3jK9RU1PDZ599Nul5ZrOZvr4+PvvsM5KTk8XfW21aioqKuPnmm3nmmWfIzMzktttuw8fHhyeffHLGe5OxZcFEjsxmMyaTya6jQAwGg02UxMvLSxRKXl5eM9rLwMAAeXl5YuGhIxWFz4ba2lqqqqrw9/ent7cXhUIhfpMdy5uksbuHxz/+jLONzROu64cL4e9oMBqmn46TkZblYW4UfSIXYtuDnx38Pqs3rZr0PKPRKH5h0Wq1qFQqsQlFKo+g2WI2m8nJyUGpVJKenj5nwui3v/0tTz75JB9++CEbNmwYdY7RaASQJCU52dBYnU5HUFAQLS0thIeHjzp+//33U1paysGDBwF44403uP/++2lqanLalKmjsTA+afncv8iejteurq5ERUURFRWF0WgUHadra2txd3cX626mOprDmnIKCQkhJSXFId6oZosgCFRUVNDc3MzatWvx9/e38VIqKSkZ00tpiZ8vv7/pev5WWMozx07RZzCOuX76oDcNhuml4WSkx0WtpOZchb23sSiJWx09JWEEwx/04eHhhIeHY7FYRI+g0tJSG4+gkJAQu3zoms1mcnNzUSgUcyqMXnzxRX7+85/z73//e0xhBNKIoqnS3T3s7D/eeJLs7Gxuv/128edt27bR0dFBcXEx6enp87HFBc+CEUcvvvgi8fHxrF+/HrVabffQsIuLCxEREURERGA2m8UZZtbRHFahNN5ojvb2doqKili2bBlLly61+/2RArPZTHFxMT09Paxbt04szlYqlQQGBhIYGEhycrLopVRRUUFhYaGNl9LetBVsjo3miUNHOFHXOPoi5XJXlCMQF+5FaW6/vbexKLnmK1fM6HZKpZKgoCCCgoJITk4W65Tq6+spKSmZ9zols9lMXl4egiCQkZExZ8LolVde4eGHH+b999/nkksukfwaM6G7uxuVSsWXvvQljh07RkJCAk8++aS4v9bWVpuIUkhICCqVirY2+YuhVCwIcSQIAjk5Ofz4xz/Gw8ODnTt3cuONN7Jp0yaHSEOpVCpxgOLI0RzWHLq1QNnf3x+FQkF9fT1VVVUO3ZE2XYxGI3l5eVgsFtavXz+uFYJCocDPzw8/Pz8SEhLELsG6ujqKi4tFL6X9113JB5U1/M+Rk/QOGQCIVLjTWDZx2k1mfuhvlN+k7YGLmwuX7t0463UUCsWoOiVrJHw+6pSswshisbBmzZo5E0avv/46P/jBD/jnP//J5ZdfLvk1ZkpERARf/epX2bt3Lw8++CD79u1j+/btlJaWsmTJEjo7O/Hx8RHPVygUeHt7o9Pp7LjrhcWCqTmC4ZqfTz75hL///e/885//RKlUcv3113PjjTdy6aWX2tWb6P+3d+fxMZ3///8fExEiicguxL5ELNnEUiGWxB6S0EqVKqq+aItSXbS82+pbF4qWVvuhSilaWSyxL0HssomQCBJL9n3fM+f3h9+ct9QWZDIh1/1280dnzsy5Jk1mnnOd63q9HkY1jZ2SkkJaWhqSJKGjo0NJSQn29vYYGRlpeojV4v5K3ra2ts/8RvewXYL1DBqzIeoGp27H45rbhLj9okWFpjU1bURCYKimh1EnOY/pyUd/vqvWc6jWKalqBFX3OqWKigouXbpEeXk5jo6OavuCu2PHDt5991127NjB8OHD1XKOR3nSmqN/Ky4uxsrKiiVLljBz5kwsLS355ptvmDx5MnAv6Glra7N//36GDBmixpHXHZqfVqlGOjo6jBgxghEjRvDrr79y4sQJfHx8eOeddygtLcXd3R1PT08GDhxYY7WJHuf+aWxVYbPCwkK0tLTktUbV0cNMk3JzcwkLC8Pc3JxOnTo91zfMR+0S9DRoQMf2LbmxQzSZrQ2aKMpI0PQg6ijXiX3Vfg51rlNSKpVERESoPRjt3LmTWbNmsW3bthoPRs+iYcOGtG3blsTEezPjTZs2JSkpSb4/JSUFpVL50MXbwrN5qWaOHqWiooKgoCB8fX3x9/cnPz+f4cOH4+npiZubm8a3xhcXFxMWFoaOjo68Iy03N1euzl1aWlpp3U1tuFRYFenp6URERNCmTRtat26ttnVTqlpKCfFJnDwQRdipZArzHr5gW1Avnfr1UNyIpTC3SNNDqXOMLZuwPnol9eppZuOGqpdZamrqA/WUVL3MHkepVHLp0iVKS0txdHRU2wLogIAApkyZwp9//snYsWPVco4nedLMUW5urrxtH+4VyrWysmLNmjVMmDCBDz/8kPDwcI4cOQLA1q1bmTdvHvHx8S/M50NtVyfC0f0qKio4d+6cHJTS09MZOnQoHh4eDB06FH19/Rodj2pm5VE70lRvOKqgVFRUVKmNSW3dtpmQkEB0dDSdO3fG0tKyxs5bUVFBYkIye3dc5NSBGxTmi5BUkzq10OfKvmBND6NOGvPBCN5a4q3pYcj+XSn/ceuUVDNGJSUlag1GBw8e5M0332T9+vW8/vrrajnH42RlZVFaWsry5cvZv38/R48ela8KODg4sGTJEiZPnoyTkxPOzs54e3tjYGDAokWLiIyMJCIigkaNGhEVFYWjoyM//PADPXr0wNvbmwkTJrBkyZIaf00vqzoXju6nVCoJCQnBx8cHf39/4uPjGTx4MB4eHgwfPlztVajT0tK4fPnyU+1IU30zS01NJT8//7mavaqDJEnExsZy584d7OzsHrkVtSYUFZbg/9dpDviEk58rWonUhGbKfO5eecguQkHt1gR/Q4tOtbOx7L/XKWlpacnLBgwNDbl69SpFRUV0795dbcEoMDAQb29vfvnlF958802N7AAeOHAgx48fr3Rb69atuXDhAk5OTnzxxRdMmTKFxMREFi9ezKlTp0hJSWHAgAGsXLmS1q1by4/bu3cvCxcuJDk5GW9vb1atWvVSlHupLep0OLqf6puLj48Pfn5+xMbGMmjQIDw8PBg5ciRGRkbV+sd0584dbty4QZcuXbCwsHim5/h3s9cmTZrIzV4bNmxYbWOtKqVSSVRUFBkZGTg6Otb4LNyjlBSXccA3BP8t58jNFpd71KWZeSPuHhULsTWhg1Nblh//j6aHUSX3r1NKS0ujpKSEevXq0b59eywsLNTyJS8oKEiuKD116tSXojSKoF4iHD2EJElcvXpVnlG6evUq/fv3x9PTE3d3d0xNTZ/5j0upVBITE0NycjL29vY0adKkWsZcXFwsB6Xs7GwaN24s11KqiTVV5eXl8rS4g4ODRsLZk5QUl7HfN5Rdf50jJ0vU4Klu1mb1uXrssqaHUSfNWDmJ4e+4anoYT0WpVHL58mXy8vIwNzcnMzPzqdcpVcXZs2fx8vLi22+/ZebMmSIYCVUiwtETqCo6q4JSeHg4zs7OeHp6Mnr0aCwsLKr8x1ZeXs7ly5cpKirCwcFBbaGlpKREvtafmZmJvr6+HJRUhRer+3xhYWHUr18fOzu7Wr8gUISk6qdTX4EUE0dxfrGmh1Ln1G9Qn403f0S/SfX/bauLUqkkMjKSgoICunfvLs8WqdYppaWlkZmZSaNGjeT1lc9STyk4OJjRo0fz5ZdfMnv2bBGMhCoT4egpSJLErVu38PX1xc/PjwsXLtC7d288PDzw8PCgefPmj/zjKy4uJjw8nPr162Nra1tjC6lVO7lSUlLIzMxEV1dXDkr6+vrP/WaRn59PWFgYRkZGdO7c+YW65l1SXMZ+nxB2bj1PrghJz6WZoZK7p2I0PYw6qe/YXizYNEvTw6gySZKIjIwkLy8PJyenR15Ge9Q6JTMzM4yNjZ9Y3iQ8PJyRI0eycOFCPvzwQxGMhKciwtEzkiSJ+Ph4/Pz88PPz4/Tp03Tv3l0OSvdvXT937hzBwcEMHDgQGxsbjQWI8vJyuY1Jeno6DRo0kIPSs3wry8rKIjw8nBYtWtCuXbsX9s2nuKiUA76hIiQ9h6aluSRcE9XJNeE//vNxHGyr6WFUiSRJcguh7t27V7ne3L/XKd1fT8nU1PSBgBUZGcnw4cOZN28eCxcufGHfmwTNEeGoGkiSRHJyMv7+/vj6+nLy5Em6deuGh4cHOjo6LFmyhNmzZ7No0aJa80daUVFBRkaGHJS0tbUfaGPyOMnJyVy5cgVra2usrKxqaNTqVVxUyt9/BHLIL4KignJND+eF0dxCjztHQjQ9jDpJ07WNnoZqLWd2djZOTk7PXIj3YfWUrly5Qk5ODq+++ioKhYLhw4czY8YMvvzyy1rzniu8WGr34pAXhEKhwNLSklmzZjFz5kzS09PZtWsXK1asICoqCktLS7S1tYmKisLGxqZW/LHe39NNqVSSkZFBamoqly5dQqFQyPcZGRlVmumSJEnu/WZra4uZmZkGX0X1kSSJpOQEWtrosPzPSZw7FscuMZNUJfrlYp2RpgwY7/zCBaOnmTF6GIVCgYGBAQYGBrRr147i4mKSkpLw9/dn+fLlAPTs2ZMRI0YgSVKteL8VXjxi5kgNKioq+PDDD9myZQtbtmwhKSkJPz8/Dh06ROvWrfHw8MDT05Nu3brVujU6qulr1c43SZLkeiTGxsZcv36dlJQU7O3t1V4HqqZIksS1a9dISUnB0dFRbuhYXFR6b+G2CEmPpNtQm7IrMZQUlmp6KHXSzyHfYGVdO2sbqUiSRFRUFJmZmTg5OaltJ2tsbCyDBw+W66vt27ePRo0aMWrUKDw8PBgyZMhzbxbJzMxk69atrF27Fh0dnUdWuJYkiW+//Za///6bO3fuMHDgQNasWSMXxA0ODqZHjx6VHmNvb1/lXmuC+omZo2pWUFDAG2+8QUxMDOfPn6dt27YATJ48mZycHAICAvDz88PNzY2mTZvKQcnR0bFWBKX7+7116tSJ7OxsUlNTiYqKorS0FC0tLTp06FBrahg9L9Wumby8PHr27FlpB2FDXR28JvZm+FhH9vmEsHvreVEn6V9amzUkUgQjjWja0ZSM4jTqJSkwNTWtldXyJUkiOjpa7cHo9u3bjBw5kjFjxrB69Wq0tLQoKyvj5MmT7Nq1i08//ZTBgwc/93ni4uI4ceLEE4/79NNPOXXqFCtXrsTQ0JDp06czceJEjh49CkBOTg4mJiZcuXJFfkxt3+Vb14iZo2qWnp7OggULWLFiBUZGRo88Lj8/n/379+Pr68u+ffswMjJi9OjReHp60rNnz1rVaLa0tJSwsDAqKiowNjYmPT2dkpISTE1NsbCweKH6vd2vvLxc7v7t4ODwxOJzxUWlIiT9i0VxNonXkzU9jDppyrfedBtuTWpqKgUFBRgZGcmzvLWhzpgqGGVkZNC9e3e1lS5JSEhg6NChuLm58euvv9bIl8wn9UZLTU1FX19frtO0bds23njjDTIyMjA2NsbPz4+FCxcSHR2t9rEKz0aEo1qgsLCQQ4cO4evrS0BAgDwV7OnpSZ8+fTQaPAoLCwkLC0NfX5+uXbtSr169SgsiU1JSKCoqwtjYWK7OXRu/wf6bqjbT/c1+q6qosJT9PiHs3la3Q1ILCz1uiYXYGqHTsD5/3PhfbaOioiK5tll2djb6+vpyfaDqKNnxtFSXqtPS0nByclJbMEpOTmbYsGH06dOH33//vca+VD4pHP1beHg4Dg4OxMXF0bp1a/744w/WrVvHmTNn1DxS4Vm9eF/3X0KNGjXC09MTT09PiouLOXr0KH5+fkycOJF69erh7u6Ol5cX/fr1q9HgkZOTQ3h4OE2bNqVjx47yG+y/F0QWFBSQmprKnTt3uHr1KkZGRnJQep6Fl+pSWFhIaGgoTZo0eabaTLqNdBgz6RWGv9q9Tock3dK695pri54jHSsVfdTV1aVly5a0bNmS0tJS0tPTSUtLIy4ujgYNGsgzSlXZifq8JEkiJiZG7cEoNTWVkSNH4uTkxPr162vVbPu/hYeHY2BgQKtWrYB7761JSUm4ubkRHR2Ns7Mzy5cvp0WLFhoeqaAiZo5qsbKyMo4fP46vry87d+6krKwMd3d3PDw8GDhwoFqDh6opbrt27eQ/6KooKiqSZ5Ryc3MxNDSUaynVhqn+3NxcwsLCsLS0pEOHDtXyQaGaSdq19Tx5OXUjMOjpalMUcY2y4jJND6VOqmptI1XJDlV9IEAupGhiYlLtgULVUSA5ORknJ6dqaf/xMOnp6YwcORJra2u2bdtW47PVTzNzJEkSjo6OuLi48OOPPwJw5swZduzYwfjx48nNzWXevHno6Ohw4cKFWrH2VBDh6IVRXl7OqVOn8PHxYefOneTn5zNixAg8PT1xdXWt1m9n8fHxXLt2ja5duz5zU1z4XyuAlJQUud+bqkSAut40HycjI4NLly7Rtm3bSt2tq0tRYSn7dgSze9uFlz4kdbLS48p+cUlNE561tpEkSfIGC1XDVxMTE8zNzR9aSPFpSZLEjRs3SEpKUmswysrKwt3dnZYtW7Jjxw61NKp9kqcJR+vWrePDDz/k6tWrNG/e/KHHqHavXb16FRsbm+oervAMRDh6AVVUVHDu3Dm531tGRgbDhg3Dw8ODoUOHPnP/NEmSuHnzJnfv3sXe3v6xC8qfVmlpqVweQNXvTRWUamLnm6popY2NDc2aqXfrc10ISab5maTEpWp6GHXS2PkjmfTluOd6DkmS5MvhqamplRq+PkuzalUwSkxMxMnJSS09HOHe5ajRo0djZmaGv7+/xi7bVzUchYSE0LdvXzZt2sS4cY/+f1ZYWIienh5HjhzB1fXFaiD8shLh6AWnVCoJDg6Wg1JiYiKDBw/Gw8OD4cOH07hx4yo/z9WrV8nKysLBwUGtgUXV7y01NZWMjAx0dXUxNzfHwsJCLYtH79y5w40bN7C1tcXU1LRan/txigpK2LsjhD3bX66Q1MpSn9hDwZoeRp31c+i3WHW0rNbnVM3ypqamkpWVhZ6enryg28DA4LF/k6ovVQkJCWoNRnl5eXh6eqKvr8/u3bvVtpapKqoSjmJjY+nfvz9vvPEG3333XaX7cnNzK703nzlzBmdnZ+Lj4x85uyTULBGOXiJKpZJLly7JQSk2NhZXV1c8PDwYOXLkIxdjlpWVERERQVlZGQ4ODjX6bUzV7y01NZX09HR0dHTkoPQs/d7up/o2m5CQgIODg8aKVr5sIamDoYLoU1GaHkadZN2zHd8fW6zWc5SVlckLutPT06lfv36lBd3/XhNz8+ZN4uPj6d69u9q+VBUUFDB27Fi0tLTYu3ev2gLYk2RlZVFaWsry5cvZv38/R48elddtOTg4sGTJEiZPnsytW7fo378//fv3Z8WKFVRUVAD3Fs4XFRVha2vLJ598gpubGxkZGcyaNQsHBwf++usvjbwu4UEiHL2kVOX6fXx88PPzIyoqigEDBuDp6Ym7uzsmJiYoFApu3rzJl19+yXvvvYejo6NGywaoFo+q1kTc3+LEyMjoqYKSUqmUq/I6Ojpq7M30fqqQtHvbefJzX8yWG/p69SkIjaK8VPSe04SZP05m2NsDa+x8FRUVZGZmygu6JUnC1NRUbvh6+/Zt7ty5g5OTk9qCUVFREa+99hqlpaXs379frmCvCQMHDuT48eOVbmvdujUXLlzAycmJL774gilTpjBs2DAOHjz4wOMnT57MH3/8wdmzZ1m2bBnnzp1DoVAwbtw4vv7661rxPiXcI8JRHaDaQaIKSpcuXaJv377Y29vz559/0rdvXzZu3Firtt0rlUoyMzPlNREKhQIzMzMsLCwe6Pf2bxUVFURERFBcXIyDg0Ot2CV3v3sh6d6apBctJNlY6REpFmJrhE7D+my8+RN6hjW/mQHuvY/k5OTIl9+Kiu7NgrZp04YWLVqoZWF0cXEx48ePJycnh4MHD740LYuE2k+EozpGkiTi4uL47rvv+P3331EqlfTp0wcPDw88PDxo3rx5rWvUqFQq5V02qampVFRUyEHJ2Ni40nbk0tJSwsPDUSgU2Nvb1+qClC9eSJIwyc0k9XaapgdSJ/V7tRcfbpyl6WEA99po3Lp1C0tLS3Jzc+WyHarLb9WxU620tJSJEyeSlJTEkSNHqnWDiCA8iQhHddBff/3F9OnTWbNmDa6urvj5+eHv78/p06dxcnKSg1KrVq1qXVBSfXtV1VIqKyuT25jo6ekRERGBnp6eXM37RVBYUMLef4LZs+0C+Xm1NyS1ttTnpliIrTH/2fkhjm7dND0Mbt26xa1bt+jevfv/mjQXF8trBzMzM2nUqJG8oPtZ1g6WlZXx1ltvERcXx7FjxzAxMVHHSxGERxLhqI757rvv+O9//4uPjw9DhgyRb5ckiaSkJPz9/fHz8+PkyZPY2trKQal9+/a1Mijl5eWRmppKUlISxcXFNGzYkHbt2r0wbUzuV9tDUvvGcO206AWlCSbNjFgfvULjBQJv375NbGws3bt3f+ROWNUmC9WC7nr16skzSk+6JK56/LRp07hy5QqBgYGYm5ur46UIwmOJcFTH/Prrr/Tu3Rt7e/tHHiNJEunp6XJQOnbsGJ06dZKDko2NTa0KSllZWXLVax0dHbkRp6rAnZmZmUYKxT0rVUjave0CBbUkJDXW1yEv+ArlZRWaHkqdVB21jZ7XnTt3uHnz5mOD0b8plUqysrLkTRYVFRWVFnT/ewNIRUUFM2fOJDg4mMDAQCwtq7dkgSBUlQhHwmNJkkRWVha7d+/G19eXw4cP06ZNGzw8PPD09KRr164a/TabmppKZGQkHTt2xMrKSr69sLCQlJQUUlNTycvLw8jISN75VpsWnj9KWVkZ588Gc/HEHUKDEjUekmya6xF5QCzE1hR11DZ6Gqpg5Ojo+MyLoiVJIjc3V17QXVhYiJaWFqGhobz22mtYWVnx/vvvc+rUKY4fP17p71kQapoIR8JTycnJISAgAF9fXw4ePIilpaUclBwcHGo0KMXHxxMTE0PXrl0fO/Wu6veWmppKTk4OhoaGclDSZCG5RyktLSU0NBQdHR3s7OwoKS4n4O+LBGy/qJHLbRISBqmJ5KTk1fi5BbDu1Z7vjy7S2Pnv3r3LjRs3nisYPUxBQQFnzpxh0aJFXLlyhSZNmqBUKvHx8RFVogWNE+FIeGb5+fns27cPX19f9u/fj7GxMaNHj8bT05MePXqobUG0asfd7du3n7rNSUlJiRyUsrKyMDAwkINSbagxUlRURGhoKAYGBg/MyhXkF7P372D2/H2xRmeSWlk2IvZQaI2dT6hs1k+TGTq15mob3U/1BcTR0ZEmTZqo5RxKpZJ3332X3bt34+DgwJkzZ2jdujWenp54eHjQq1ev5/7SlZmZydatW1m7di06OjqPrWx948YNpk2bxqVLl3B2duaPP/7AzMxMvn/Pnj18/vnnJCcnM27cOFatWvXCbP4Qqk60/xWemb6+PuPGjePvv/8mOTmZlStXkpWVxdixY7GxsWH+/PkEBQVRXl59BQMlSeLatWvcvXsXJyenp97e26BBA1q0aEH37t1xcXHBysqK7Oxszp49y9mzZ7l58yb5+flo4jtDQUEBFy9exNjYmG7duj3wgaCn35Bxb/flV7+ZvD6tH3oGNVO/STs3v0bOIzxIR1eHvmN7aeTcqmDk4OCg1mC0ePFiDh8+zPnz5zl27Bjp6en897//JTExkZEjR7J9+/bnPk9cXBwnTpx44nFlZWW4urrSvn17Tp48iZaWFqNHj5bvj4yM5NVXX2XGjBkEBASwb98+Fi3S3KyeoD5i5kiodsXFxRw5cgQ/Pz927dqFtrY2o0aNwsvLi759+z7zLjKlUsnly5fJz8/H0dGxWi+JqVomqNqYNGzYUG5j8qTeUtUhNzeX0NBQrKysaNeuXZXOV5BffO9y29/BaptJMjTQIefCFSrKxUJsTXB5rTfz/5hZ4+dNSEjg2rVrODg4qK2+kCRJfP3112zYsIHAwEA6d+78wDFlZWUolcpqWyf4pJ5o/v7+TJo0ifT0dBo0aEBiYiLNmzcnPDwcOzs75syZQ1RUFIcOHQJg27ZtzJkzh4SEhBdud6zweGLmSKh2DRs2xN3dnQ0bNpCcnMyWLVuoV68eU6dOpV27dsyaNYuDBw9SUlJS5ecsKysjNDSU4uJievToUe1rherXr4+lpSV2dnYMGDCA9u3bU1xcTHBwMKdOneLatWtkZ2erZUYpMzOTkJAQWrdu/VQlE/T0G+L9dj9+9ZuJ97S+aplJatZYWwQjDRo0sW+NnzMxMZFr16499SXrpyFJEt9//z3r16/nyJEjDw1GcO/vsiY3UBw/fhxnZ2f5nM2aNcPGxobAwED5/kGDBsnHu7q6kpaWxpUrV2psjELNEOHoCY4cOcKgQYMwNDTExsaGrVu3yvelpaUxatQojIyM6N+/P9evX9fgSGun+vXrM3jwYH777TcSEhLw8fFBT0+P9957jzZt2vDOO+8QEBAgtyJ4mJKSEkJCQtDS0sLJyUnt2/Lr1auHhYUF3bp1o3///nTq1Iny8nLCwsIICgoiOjqazMxMlErlc58rLS2N8PBwOnbsSOvWrZ/pOdQVkhQKSIyIq5bnEp6eoUVj2nRvUaOXeJOSkoiOjsbe3h5jY2O1nEOSJH788UdWr17NwYMH6dZN84UtVZKTk2natGml2ywtLUlJSXno/WZmZtSrV0++X3h5iHD0GNnZ2UyePJnXXnuN06dPM2bMGN58803Onz8PgIeHBwAnT57E2toaNzc3ysrKNDnkWk1bW5sBAwbw888/c+fOHQICAjAzM+Ojjz6iTZs2TJ48GX9/fwoKCuTHXL58mTlz5qCnp4e9vX2NL3xUFbDr0qUL/fv3p0uXLvLlvZMnT3L16lXS09OfKSglJSURERFBly5daN68+XOPVQ5JvjMZ93ZfGuk/3zfuNs30yUzMeu5xCc/GbmgnQkNDOXXqVLUG8kdJSkoiKioKOzs7tQajX375hWXLlnHgwAEcHR3Vcp5npdqkcT8DAwMyMzMfer9CoUBfX1++X3h5aK4F+wugSZMm3LhxQ25c+vXXX7N582YOHjyIjo4OZ8+eJT4+nubNm7NmzRpMTU3Zt2+fHJqER6tXrx59+/alb9++rFixgosXL+Lj48N//vMfpk+fzpAhQ7C2tmbt2rV4eXnRpUsXjVcH1tLSwsTEBBMTEyRJIjs7m5SUFK5evSr3ezM3N8fExOSJIe7OnTvcuHEDe3v7am+NoGfQkNen9WOUdw/2/H2RgL8vUphf9UuYsqycah2X8HRe/2Aslu3M5QbMly9fRpIkzMzMMDMzq9LvWVUlJyfLwUhdrTokSWL9+vV8/fXX7Nu3j549e6rlPM/DxMSEvLzKJStyc3Ply37/vl9VpV+0N3n5iJmjJ/h3R3dtbW309fU5fvw41tbW8jd+HR0d+vbtK1+bFqpOS0uLXr16sWzZMmJiYggKCqJhw4YsW7aMgoIC0tPT2bZtm9rW/DwLhUKBkZERnTp1ol+/fjg6OqKjo0NMTAwnTpwgIiKC5OTkB3bqSZLEzZs35RYM6nxTVYWk3/xmMW6q81PNJBkZNuBm8E21jU14POte7WneoSlaWlqYmprSuXNnXFxc5GbKqt+zS5cukZSU9Fwz1ikpKVy5cgVbW1u1BqNNmzaxaNEidu/ejbOzs1rO87yaNm1KUlJSpdsSExPlS2n/vj8lJQWlUvnApTjhxSfCURUlJyfzwQcfoFAomDhx4hOvTQvPRktLi+joaHbv3s2mTZsIDw/HycmJ1atX07p1a8aMGcOmTZtIT0+vVUHJ0NCQjh074uzsTI8ePWjUqBGxsbGcOHGC8PBwEhMTKS0t5dq1ayQkJODk5FStBfUeR8+gIa+/4/JUIampnhbKCvVdwhEez3XCgwuxFQoFTZo0qfR7pq+vz+3btzlx4gQhISHcvXuX4uKq71xMSUkhMjISW1tbTE1Nq/MlyCRJYuvWrXz88cf4+/vTv39/tZynOri6unL69Gl5s4hq155qEbarqytHjx6Vjz927BgWFhaPXFAuvLjEVv4qmD9/PitWrKBJkyaEhYXRunVrpk+fTlJSEnv27JGPmzt3LlFRURw8eFCDo32xrVy5kv/85z8PbYwbExODr68vfn5+XLp0iX79+uHh4cHo0aMxNzevVf3eVPLz8+Wik3l5eWhpadG2bVuaN2+usX5vBXnF7Nl+gYB/gh96uU1LS4FeciLZKeKymibo6Oqw6eZPNGpc9R2Z/64C37hxY/ky76OKm6ou1dna2lYqcljdduzYwbvvvouPjw/Dhg1T23keJysri9LSUpYvX87+/fs5evSofEnSwcGBJUuWMHnyZMrLy7G2tmbAgAHMnTuXhQsXkp2dTVBQEABRUVE4Ojryww8/0KNHD7y9vZkwYQJLlizRyOsS1EfMHFXBggULOHHiBDNmzOCVV17h+PHjj7w2La49P5/s7GyOHj1aKRjBvW/N1tbWLFy4kIsXLxIdHc2wYcPYvn07HTp0YPjw4fzyyy8kJCTUmhkluFcos1WrVjRo0IBGjRrRqlUr0tLSOHnyJMHBwdy5c+epvulXB9VM0q++M3ltijON9CrPJLVtpi+CkQb1HtX9qYIRgK6uLq1ataJHjx64uLjQvHlzsrOzOXfuHGfOnOHGjRvk5OTIfxtpaWlcvnyZbt26qTUY7dy5k1mzZrFt2zaNBSOAMWPG0LRpU5YvX86VK1do2rQpPXr0QJIktLS05J+LtrY2hw8fJjY2FhcXFyRJwt/fX34eGxsbfHx8+O2333B3d8fd3Z0vv/xSUy9LUCMxc/SUZs+ezaVLlxgzZgy//PIL165dk+8bNmwYnTt3ZsWKFRocYd0iSRJ3797F19cXf39/zpw5Q48ePeQ2Ji1bttTojFJ5eTnh4eEolUocHBzkQnHFxcXyN/3s7GwaN24sF52s6X5v+blF7Nl+kb3/BFNYUEKbhmXcuCjWG2nKl7sXYD+oa7U8V3l5ORkZGXJxU9WayYyMDLp27arWtTIBAQFMmTKFzZs3M2bMGLWdRxDUQYSjxygvL6e8vLzSouxFixZx8OBBfv/9d2xtbbl79y5WVlaUlJRgamrK9u3bGTlypAZHXXdJkkRiYiL+/v74+fkRFBSEra2t3KOpqpWnq8u/G8g+amdRaWmpHJQyMzPR19fHwsKixvu95ecWsf+fYPZ+s4MsMXOkEaZWxqy7+oNadmYqlUpu3brFzZs30dbWRqFQYGpqWuUdlk/j4MGDvPnmm/z+++94e3tX2/MKQk0R4egxNmzYwOrVq/nss8/o0qULgYGBfPbZZyxcuJAFCxbg4uJC48aN+eabb/jpp584evQoMTExaGuLCgmaJkkSaWlp7Ny5E19fXwIDA+nUqZMclDp16qTWoFRcXExISMhDG8g+TllZGWlpaaSkpJCZmYmurq4clPT19Wsk3JWXlXM+IIxDG48TEXgFpVK8RdSUVz8cxZtfvKqW505PTyciIoLOnTtjYWFBTk6OHMpVX+7Mzc0xNTV9rlYYgYGBeHt7s3btWiZOnFgr1wI+jbFjxzJt2jSGDx/+2OMyMjIeWFZx+/ZtWrVqJf/3559/TsuWLZk2bdoD7wkKhYLy8vJnDqlFRUWsWrWKmTNnqq0XXl0iwtETrF69mh07dhAeHo6ZmRnTp0/no48+QqFQkJGRwZQpU+QZit9//5327dtresjCv0iSRFZWFrt27cLX15cjR47Qtm1bPDw88PT0rPYaSgUFBYSGhmJiYoKNjc0zfziUl5eTnp5OSkqK3OtJFZQaN25cIx86KbfTOPJnEEc3nyRDFIRUu7Xh39GsffVf6srIyODSpUvY2NhgaWlZ6T5JkuSNA2lpaeTn52NkZIS5uTlmZmYPlDN5nKCgIF599VVWrVrF1KlTX4hg9P7777Nu3boHAmGzZs24du0aY8aMYcaMGfI6yMuXL3PmzJlKx06YMIHXX3+dSZMmMW7cOADOnj3L66+/zo0bN+TnjoqKYsaMGTRo0ICDBw9W+vk8Khx9+umnrFq1iuLiYho0aIBCoaC0tJR69eoxZ84cli1bRklJCaNHj8bCwoJNmza9ED/32k6EI6HOycnJYc+ePfj5+XHgwAGaN28uByV7e/vnCkqqBrLNmzd/qj5pT1JRUUFGRoYclLS1tTE3N8fc3JwmTZqo/c2wokLJqZ3n2PnLPm6FJKAsF9v8q1un3u357kj1d3jPzMwkPDz8ocHoYVQ739LS0uT1cE/a+Qb3woCXlxffffcdM2bMeGE+oN9//32cnJx46623Hnq/l5cX7733Hq6urgCcPn2agIAAVq5cyezZs6lXrx4ff/wx0dHRvPvuu4SEhAD3ApOrqytTp06t9HwVFRWcOXOG/Pz8Smux7g8/AN26dePChQvy/UZGRiQnJ9OgQQMGDx7MJ598gqurK9HR0UyePJlmzZrxzz//iCsX1UT8FIU6x9DQkIkTJzJx4kTy8vLYt28ffn5+DB8+HFNTU0aNGoWXlxc9evR4qqCUlZVFeHg4bdq0eeY+aY9Sr149OQwplUp5ke2lS5dQKBTyfUZGRmpZr5Kbm4PSuIQP/piOvk5jjm0J4vCfJ0mOTa32c9VVrhP6VftzqoJRp06dqhSM4H8731q1akVpaSlpaWmkpqYSGxuLrq6uvEbJ0NBQ/l0LDg5m7NixLFmy5IUKRirR0dGcOHGi0m3t2rXDysoKoNJsjrOzM+3atWPv3r18//33AFhZWVFeXo5Coaj0cz527BifffaZXDRY9Vz9+vVj7969uLm5yeVgFAoFBQUF1KtXjwULFlRp1+3169fp2bMnCxcu5OOPP37hfu61mQhHL4GysjK6detGSUkJcXH3GoWmpaUxdepUTp06ha2tLevXr6dDhw4aHmntY2BggLe3N97e3hQWFnLw4EF8fX3x8vLCwMCAUaNG4enpySuvvPLYtQCqrdEdO3aU31DVRUtLS24hoVQq5TYmkZGRcnsJ1QdYdQQl1VqV+yvCv/rhKMbOd+fyiSgObTzOuT2hlJWIvoLPSkdXh75je1Xrc6rCurW1Nc2aNXu2ceno0Lx5c5o3b15p59v69etZs2YNrq6u2Nvb8+233/LZZ58xe/bsF/IDevfu3Zw4cYLIyEh69br3/8He3p41a9ZQWlrKvn375Kr4SUlJhIaGVipmGR8fzwcffIC9vb08AzVhwgQmT57M4MGDAfDx8SEwMJCvv/4aIyOjx47Hx8eHXbt2PXHcHTp04OrVq/J7zpkzZzA2NqZTp07P9HMQ/kfUOXoJ/PzzzyQkJFS6TTTFfXqNGjXCy8uLLVu2kJyczNq1aykqKmL8+PF06NCBOXPmcPz48Qd+jlu2bOHs2bN06dJF7cHo37S0tDA2NsbGxkZuL6GtrS1/E758+TIpKSlUVFQ80/OrZqdsbGweaI6rUCiwHdCZDzfOYkPMKt7+7g1a2jx/A9266FlqGz1OVlYWYWFhlQLt89LW1sbCwoJu3brx/vvv88MPP5Cens7ChQspLS3lypUr7N69m6Kiomo5n0pFRQVz5syhadOm2Nrasnv37oceN3DgQBQKxQP/pk2bBtyb3fr3fQ4ODgB89NFHrF69mq5du3L48GEOHz7MsmXLKCoqwtbWloiICOLj42nQ4F5NsNDQUP744w/MzMx45ZVXuHr1KgcOHOC1115j48aNREVFER0dTe/eveWiwI6Ojty8eRM7OzuuX7/+yJkhpVLJ2rVrsbW1rdLPR/Wec/DgQby9vcX7fDURa45ecOnp6XTo0IGZM2eybds24uLiCAsLw9HRUW6KW1paiqmpKZs3bxZNcZ9BWVkZgYGB8re5iooK3N3d8fT05MKFC6xatYq//vqLoUOHanqoMkmSyM3NlXcjFRcXy7uRzMzMqrQuISkpiatXr9KtWzfMzc2rfO7o8zc4vOkEp3zPU1zwDA1v66Av93yE/cAu1fJc2dnZhIaGqn0WMyoqiuHDhzNjxgyGDh3Kzp078ff3JykpiaFDh/L555/j6Oj43OdZuHAh27dvZ/v27YSFhTF79mxCQkLo2rVyLShVFWyVpKQk+vbty6lTp7C3t+fo0aN4e3tz5coV+RhtbW0+++wz+vbti7m5OaNGjZJ/1/ft20e3bt0wNDQkLi6OwsJC3NzciI6Oxs7OjtmzZzNx4kRsbGzIzMxk2bJlNG3alN9++40TJ07w119/kZGRQUREBCtXrpTPuW7dOt588018fX2ZOnUqZWVlGBsbyzNuJSUltG/fntDQUABGjBhBUFAQ+fn56OnpoVAoKCoqon79+vTr14+DBw+ybt06lixZwt69e6scqoTHE5fVXnCLFy/GwcGBIUOGsG3bNoDHNsUV4ejp1a9fnyFDhjBkyBB++eUXgoKC+Oeff5g0aRJ5eXkMGjSIsrIyiouLn2pnjzqp+r0ZGhrSvn17eTfSrVu3uHLlCiYmJlhYWGBmZvbQbduqnlJ2dnZP3XOrU6/2dOrVnre/e4OT/5zj8KYT3AiNq66X9tIxa2GCbX+banmu7OxswsLC6NChg1qDUUxMDO7u7kydOpUvv/wShUKBs7Mz33//PVeuXMHf379aFgaXlZWxbt06fvzxR3r27EnPnj3x8/Pj999/rxQ4gAcuVX322WfMnDkTe3t74N5GDFNTUywsLCodV1BQQOPGjUlPT2fChAls2LCBQYMGoaOjQ1paGmVlZRgZGZGRkYGuri5BQUFERETIj2/QoAFLlizh0KFDVFRUsGjRIszMzLh27Rp79uxhw4YNlc73zjvvAPd2EL755pukpKQwe/Zs+fLbggUL0NfXl4/ft28fxcXFWFpakpV1b8eoakF2z549cXNzQ0tLi3PnzlXbLKEgwtELLTIyko0bNxIaGlqp4a1oiqs+2tra9O/fn927d6Ovr8/q1asJCwtjwYIFZGdnM3ToUDw9PRkyZAiNGjXS9HCBe0HJwMAAAwMD2rVrR0FBAampqdy5c4erV69iZGQkB6UGDRpw584dbt68iYODwxPXRjxOIwNdhr09kGFvDyQ24jaHN57gxD9nKcgurMZX9+Ib8HqfalkblpOTQ1hYGO3bt6dFixbVMLKHi42Nxd3dnfHjx7N06dIHtqN37dr1gVmdZxUZGUl6errc+BXuNX/dunXrYx9348YN/vnnn0rLDXJycjA2Nn7g2Pz8fBo3bszt27exsbkXUgsKCtDT0+PmzZvY29ujUCjkmZuAgADs7OwqPcd7773H5s2bUSgU9OrVC2tra7p27Yq9vf0D5V2OHDlCeHg4eXl5tGrVismTJzN//nwGDRpEVlaW/J5+v7i4ONq0afPA2A0MDFi8eDEuLi4oFAqioqLYtm0bX3311WN/PsKTiTVHL7C5c+cyf/78BxbfZWVlYWBgUOk2AwMDMjMza3J4L6Xy8nKmTp3K7t27OXXqFG+99RarVq0iLi6OgwcP0qpVKxYvXkzr1q2ZMGECO3bseKAHn6bp6enRpk0bevfujbOzM6ampiQmJhIUFERQUBDXr1+nS5cuzxWM/q2tbSv+34pJ/HH9R+b83zt07tOx2p77Rec68fl3qeXk5BAaGkq7du3UGoxu377NyJEj8fT0ZPny5WrZGXm/5ORkeTemSlW+6G3cuJGxY8dWeh/MyckhKSkJNzc3rKys8Pb25u7du2RlZWFoaEhsbKwcjlTNe0NCQujZsydwb1bOwMCABQsW8OqrlQt1KhQK+vfvj6enJ1FRUTRp0gRnZ2cGDx7MpUuXKh27dOlSLC0tuXXrFq1bt6Zv377Y2NiwcOFCJk6cyEcfffTA/8MbN27Qtm3bh77W/v37o1AoSElJwcvL66EhSnh6Ihy9oHbt2kVcXBwLFy584D7RFFd9goODuXz5MqdOnar0ZqWlpUXv3r1ZtmwZMTExnDx5EhsbG7755htat26Nt7c3W7duJTs7u1Y1xr2/YamVlRVlZWXo6+sTERHB+fPnuXXrFoWF1TfT00BXh0Fv9OWbQ5/xc+i3eM4ZjqGpwZMf+JKyeaUDlu0snnzgY6hqa7Vt25aWLVtW08gelJCQwMiRIxk2bBg//fST2oMR3Puip6enV+lcVfmit2XLFt54441Kt/Xs2RNPT0+WLl0qL5r28vIiOjqaDh06sH//fvkSnKq+06ZNm5g4cSJwb3OCqanpQyuIp6WlERgYiI2NDb/++ivXr18nNTWVli1bVprFUTUBHjduHEeOHJHPt2zZMtasWUNMTAwffPDBA69n586dvPLKK498vcHBwfTp04epU6cyZcqUx/5shKoR4egF9fPPP5OYmEjLli0xMzPDw8ODO3fuyBVtk5KSKh2fmJio1iaTdUXv3r25cOHCY2vGaGlp4ejoyNKlS4mKiuLChQs4Ojry008/0aZNG8aOHcuff/5JRkZGrQhKkiQRExNDamoqvXr1olevXri4uGBlZUVmZiZnzpzh7NmzxMbGkp+fX23ntepoyZT/vs6G66v4aPN72Lt2fSG3gT+PQRP6Ptfj8/LyCA0NpU2bNpXaVFS35ORkRowYQf/+/fnll19qJBjBvS96BQUFKJX/Kzr6pC96d+/e5fbt23Tv3r3S7X369GHlypXyOp0NGzbILX5OnjxJixYtsLKyIjU1FQMDA3x8fNDR0cHJyQlAnplTWbBgAe3bt8fc3Jyvv/6aMWPG0KhRI3bv3s3nn3/OW2+9hampKfv27SM7O1t+zKeffsqxY8fQ19enW7duHD9+HBcXFzw8PGjdujX9+vXj3Llz8nmuXLnCrl27HlqkMikpialTp/Lqq6+yYsUKPvroo2f6OQsPEmuOXlBbt26lpOR/O4H++ecfVqxYwblz50hPT+eLL74gPj5ebop7+vRp3n//fQ2O+OXxNL2PFAoF3bp1o1u3bnzxxRdcu3YNX19f1q1bx/vvvy+/Kap2ydR0OJAkiaioKDIzM+nRowe6uve2k99f36asrExuYxIXFycXAjQ3N8fAwOC5x6xdXxtnrx44e/WoU+1KGjTSoe+YZ69tlJeXR0hICK1atar2oqP3S01NZeTIkfTs2ZN169ZVa4PaJ2natCmSJJGSkiJ/IXnSF73g4GCaNm360PVF9+vcuTNwrwTAjz/+yIoVK5g5cyaHDh1i1qxZrFu3jj///JNVq1axdOlSjIyM5NpDqi36PXr04NSpUwQEBKCnp0d2djYjR45EqVRy9+5dJEnizTff5NatWxgbG1NcXMzbb7/NkCFDWLRoEW5ubty6dYuvvvqKN954A0mS+OWXXxg/fjytW7fm6NGj/P7773z//fcP3Rjx6aefYm5uzpUrV2q0SXVdILbyvyQ2bdrEF198IReBFE1xazdJkoiNjcXHxwd/f39CQkJ45ZVX8PDwYPTo0TRr1kztQUmpVHLlyhVyc3Pp3r17lXbaqQoBqtqY6OjoyEHJ0NCwGtulKAk7HMGhjScIPnCJivJnq9NUm3Uf2Y15v8+otDOpqvLz8wkODqZVq1ZqXWOSnp7OyJEj6dSpE1u3bn2uhrTPory8HCsrK5YvXy5f3hoyZAh2dnYsW7bsoY/55ptv8PPz4+LFi5Vuz83NpXHjxvJ/nzlzBmdnZ+Lj47G0tKyR2TClUomWlhZpaWmYmppy69YtWrZs+UDgVCqVJCYmYmVlJT9GqFkiHL0k/h2ORFPcF4ckSdy5cwc/Pz/8/Pw4e/YsPXr0wMPDAw8PD1q2bFntQUmpVHL58mUKCwtxdHSUi9s9DVW/N1UfrvtbnBgZGVXbmDOTs++1K9l0guS4tGp5ztpg0soxNGmrT8OGDeWfW1UaCquCUcuWLR+5SLc6ZGVl4e7uTsuWLdmxYwc6OjpqO9fjLF68mM2bN/P3338TGhrK3LlzCQ0NxdzcHAcHB5YsWcLkyZPl4+fPn09wcHCldiApKSnY2tryySef4ObmRkZGBrNmzcLBwYG//vpLA69KqO1EOBKEWkSSJBITE/H398fX15dTp05hZ2eHp6cnHh4etG3b9rlDR0VFBZcuXaKsrAxHR8dqmQ1QKpVkZmbKRScVCgVmZmZYWFhUW783SZJemnYlZi1M+L8ry5EkifT0dFJTU6vUUDg/P5+QkBCsrKwqrX+pbjk5OfKlXn9//2cKz9VFqVQyf/58tm3bhpmZGUuXLmXUqFGkpaXh5OTEF198UWkR8ltvvUVKSgoHDhyo9Dxnz55l2bJlnDt3DoVCwbhx4/j666/F5SjhoUQ4EoRaSpIkUlNT2blzJ76+vhw/fhwbGxs5KFlbWz91UCovLyc8PBxJknBwcFDLZVZJksjKypKDUkVFhRyUjI2Nq2XNSm5GPse3n+bQH8e5G51YDaOuWa8tGMXE/1TeDv7vgAnIQcnY2JiioiKCg4Np3rw57dq1U9tl17y8PDw9PdHX12fPnj21prCpINQkEY4EtXnvvff4+eefK922atUq5syZIxrjPiVJksjMzGTXrl34+flx5MgR2rVrh4eHB56ennTu3PmJszNlZWWEhoZSv3597OzsamRhrSRJ5OTkkJqaSkpKCmVlZXKVYlNT02oZQ/T5GxzaeJwgn/OUFpU++QG1wK+Xvn/sFn5JksjOzpaDUllZGZIkYWJiQteuXdW2drCgoICxY8eipaXF3r17xayKUGeJcCSozZtvvknjxo1ZvHixfJuBgQGNGjWiT58+mJiYsHTpUlavXs3Bgwe5ceNGjS/4fFFlZ2ezZ88e/Pz8OHjwIFZWVnJQsrOzeyAoZWVlER0dja6uLra2thpZ4ClJEnl5eXJQKi4ultuYPKx2zNOIi4sjJuo6RXHlnNx+nptht6pv4NWs8ysd+ebwZ1U+vqCggIsXL9KoUSO5TY2JiYncJ6+6/maKiop47bXXKC0tZf/+/Q8UkhWEukSEI0FtRo8eTZ8+ffjkk08q3S4a41avvLw89u3bh6+vL/v378fU1JTRo0fj5eWFk5MTt27dYsSIEcyaNYv33nuv1ux8UfV7S0lJoaCgAGNjY7mNydMs/o2NjeXOnTt0795d/kCPjbjNoT9OcPKfsxTk1K52Je/9PJXBb/Wv0rGFhYXy1vQOHTrIbSxUM0r5+fkYGRnJl9+edW1QcXEx48ePJycnh4MHD2JoaPhMzyMILwsRjgS16d+/PxMmTGD69OmVbl+5ciW//fYb0dHR8m0jRoygY8eOrFq1qoZH+XIpLCzkwIED+Pr6snfvXnR1dcnNzcXBwYE9e/ZodGHt4xQWFspBKS8vr0of+KpyCHfv3q0UjO5XUlTKaf8LHP7jBFfPxqj7ZTxRg0Y6bLz5E40MdJ94rGqNkbm5OR07dnzoGqOioiI5KOXk5GBoaCj/3FQ1q56ktLSUiRMnkpyczOHDh6u1bYwgvKhEOBLUxt7eHhMTExISElAoFLz11lt89NFHfPrpp5w/f57jx4/Lx7799tsUFhaybds2zQ34JRMREYGrqysmJiakpKTQsGFDRo0ahZeXF87OzrW25lVxcbEclB71gS9JEjdv3iQhIYHu3btXqVZQ/LVEDm86QeDW0+Ska6bf3YDX+/DB+v/3xONUwcjMzKzKC+9LSkpIS0sjNTWVzMxM9PX15Z+bnp7eQ5+jrKyMt956i7i4OI4dOyZaDAnC/692vjsKL4WxY8diYWFBr169OHXqFPPnz0dXV/eRjXHj4+M1NNKXT0REBIMHD2batGksXbqUsrIyAgMD8fHx4a233kKSJNzd3fH09KR///4aq2HzMA0bNqRly5a0bNmSkpISeWbk+vXrGBgYYG5uTlFRkbyVu6qLhq2smzFl6XgmfvEaFwJCObTxOJcCr9ZoC5eqtAt5lmAE0KBBA6ysrOQeeaoSAXFxcXItJW1tbVq1aoWWlhbl5eVMmzaNGzduiGAkCP8iZo6EGvPee+9x8eJFBg0axNmzZyvNHE2dOpXi4mK2bt2quQG+JG7cuEGvXr2YP3/+QxsTl5eXc/LkSXx8fNi5cydFRUW4u7vj4eHBoEGDau3W7dLSUtLS0oiNjaW4uJhGjRrRtGlTLCwsHjkz8iQpt9M4sukkR7cEqb1diVkLE9Zd/eGx4ywuLiY4OBgTExM6depULdv1Kyoq5KD0/vvvExcXh6urKykpKSQlJXH8+HHRd1EQ/qV2rMwU6oTOnTvLfZFEY1z1adOmDZs3b35oMALQ1tZm0KBB/PLLL9y9e5ddu3ZhbGzMvHnzaNOmDVOmTGHXrl0UFtauhcz169cnL+/e5bBevXrRtm1b8vPzOX/+PGfOnOH69evk5OQ81UyQRSszJiwey7qoFXy+4wN6jnSgnrZ6ShwMHO9cpWBkbGxcbcEI7vUCtLCwoFu3bhw4cIDly5dz/vx5Tp48SVpaGp9//jn79u2r1KuxOlRUVDBnzhyaNm2Kra0tu3fvfuSx+vr6KBSKSv9ycnLk+/fs2YOdnR0WFha8//77VFS8fO1khNpFzBwJalFSUoJCoah0uWb69OnExcWxYsUKbG1tuXv3rtwY19TUlO3btzNy5EgNjrpuUyqVXLhwQe73lpKSwpAhQ/D09GTo0KEa3dotSRLR0dGkp6fj5ORUabHx/TMjaWlp1K9fH3NzcywsLJ6p31tmcjZHNwdx5M/qbVfya8T3WLZ9eG2j4uJiQkJCMDIywsbGRm0FHpVKJfPmzePw4cMcPXqUhIQEuW1NVlYWI0eOZOPGjdWycH/hwoVs376d7du3ExYWxuzZswkJCaFr166VjquoqEBbW5sTJ05gbW0t365qxBwZGUn37t1ZtWoVTk5OvP7663h7e7N06dLnHqMgPIoIR4Ja/PTTT2zZsoVPP/2Url27cvDgQebNm8eePXsYOnSoaIxbyymVSsLCwvDx8cHPz487d+7g5uaGp6cnI0aMqFIPsOoiSRJRUVFkZmbSvXv3x+7CUiqVlfq9KRQKOSg1adLkqcoYSJJExPGrHN504rnblTyutlFJSQnBwcE0adKEzp07qzUYffLJJ+zevZvAwMBK7UckSSIsLIwTJ07wwQcfPPe5ysrKaNasGT/++CNvvPEGAEOHDqVz586sXLmy0rGZmZmYmJiQlJT00NnjOXPmEBUVxaFDhwDYtm0bc+bMISEhQdRFE9RGhCNBLZRKJatWrcLf359Lly7Rpk0b/vOf/zBmzBhANMZ9kUiSRGRkJDt27MDf35+YmBgGDRqEh4cH7u7u1dpk9mHnvnr1KllZWTg5OT3VeiilUlmpjYkkSZXamDxNUMrNyCdw2ykObzzxTO1K3v/lbdwmuTxwe0lJCSEhITRu3JguXbqoNRgtXryYv//+m8DAQDp27KiW86ioapndH3i+//57tm7dSnh4eKVj4+LiaNu2LSUlJQ/dGGBnZ8f48ePlemmpqalYWFgQFhaGvb29Wl+HUHeJcCQIQpWpLm+pLr1FRkbi4uKCh4cHo0aNwszMrNo+4CVJ4sqVK+Tk5NC9e/fnWij+73Yc5eXlmJmZYW5ujomJyVO1MYk6d53Dm05wyvc8JYVPblfSUK8BG2/+hK5+5fGXlpYSHBys9mAkSRJff/01f/zxB8eOHaNz585qOc/99u/fz8iRIykvL5dD6ObNm/noo48eWG8YHh6Ok5MTY8eO5dSpU7Rv356lS5fi7OwMgIWFBd999x2TJ0+WX0/9+vXZu3cvQ4cOVftrEeomsSBbEIQqUygU2NjYsGjRIkJCQrh69SqDBw9my5YtdOjQgREjRvDrr7+SmJj4XFvklUolkZGR5ObmPvWM0aPGbWRkhLW1NX379sXR0ZEGDRoQExPDiRMniIiIIDk5mfLy8ic+l03vDsxeO42NN35i5o+TaefQ+rHH9x7d/aHBKCQkBAMDA7UHo++//57169dz+PDhGglGcK9djZ6eXqXZOQMDAzIzMx841tLSkqlTpzJt2jT8/f2xsLBg2LBhcmmPf5f+UCgU6OvrP/S5BKG6iHAk1HmnT5+mT58+GBoa4uLiQnBwMABpaWmMGjUKIyMj+vfvz/Xr1zU80tpFoVDQvn17Pv74Y86dO8eNGzfw8PDAz8+PTp06MXjwYFavXs2dO3eeKiipglF+fj5OTk7VXtVboVBgaGhIhw4dcHZ2pkePHjRq1IjY2FhOnDhBWFgYiYmJlJU9fo1Ro8a6DHt7ICuCvmTl6a8Y/o4reoaNHjjOdUK/Sv+tCkZ6enpqD0arVq1i9erVHDp0iG7duqnlPA9jYmJCQUEBSqVSvi03N/ehtZQsLCz4v//7PwYPHkzPnj35888/adCgAXv27JGfS7VLEf7Xo0/UZRLUSYQjoU4LCwtj6NChjBs3josXLzJx4kROnToFIPd5O3nyJNbW1ri5uT3xA7OuUigUtGrVinnz5hEUFMTt27cZP348Bw4coFu3bgwYMICVK1cSGxv72KCkVCq5fPkyBQUFdO/eXe3FKRUKBQYGBrRv354+ffrQu3dvDA0NuXPnDidOnCA0NJT4+HhKSx9/+aytXStmrJzEHzd+ZM7/vUPnV+6t6TFvaUq3/jbycWVlZYSGhtKoUSO6du2qtj53kiTx888/s3z5cg4cOICDg4NazvMoTZs2RZIkUlJS5NuqWq6jYcOGtG3blsTERPm57r8Ul5KSglKpFKU/BLUSa46EOs3b2xsLCwt++umnSreL5rjVQ/UBuXPnTvz8/Dh+/DidO3fG09MTDw+PSj3DioqKWLlyJQMHDqyRYPQkqn5vqamp5Obm0qRJE7kdR1Uu88VfSyQtPgMH13szNmVlZYSEhKCrq0u3bt3UGozWrVvHf/7zH/bv30+fPn3Ucp7HKS8vx8rKiuXLlzNx4kQAhgwZgp2dHcuWLat0bG5uLo0bN5b/u6CgACsrK9asWcOECRP48MMPCQ8P58iRIwBs3bqVefPmER8fL3a3CmojwpFQZymVSho2bEhQUBC9evWqdJ9ojlv9JEkiMzOTXbt24evry5EjR+jQoQMeHh4MHTqUTz75hIyMDI4fP17rusKr+r2lpqaSnZ1N48aN5RIBVWnwqgpGDRs2xNbWVq3BaNOmTXzyyScEBATg4vLgDrmasnjxYjZv3szff/9NaGgoc+fOJTQ0FHNzcxwcHFiyZAmTJ0/GyckJZ2dnvL29MTAwYNGiRURGRhIREUGjRo2IiorC0dGRH374gR49euDt7c2ECRNYsmSJxl6b8PITl9WEOis5OZmysjLKy8sZMWIELVq04O233yYvL4/k5OQHpu0tLS0rXSYQno5CocDExISpU6cSEBBASkoKH3/8MREREQwcOJCQkBDc3NyIi4urtFalNlD1e3NycsLFxYVmzZqRmZnJ6dOnOXfuHLGxsRQUFDz0sapLaQ0aNFB7MNq6dSsff/wxO3fu1GgwAvjiiy/w9PRk9OjR/Pzzz+zYsYPOnTsjSRJaWlry5dXdu3dTUFDA1KlTcXFxQaFQcOTIERo1urd+y8bGBh8fH3777Tfc3d1xd3fnyy+/1ORLE+oAMXMk1FkXLlygV69e9O7dm08++QRjY2NmzZqFq6srhYWFJCUlyYtCAebOnUtUVBQHDx7U4KhfLoWFhXh6epKbm8v06dPZv38/+/fvx9zcnNGjR+Pl5UX37t3VFiieV1lZGWlpaaSmppKRkYGurq48o6Svr09FRQWhoaHUr18fOzs7tQajHTt28N577+Hj48OwYcPUch5BqCvEBVuhztLX1wdgy5YtcrXguXPn8vXXX/P6668TExNT6fhH7bYRnk1BQQGjRo2ivLycw4cPY2BgwNSpUykoKODAgQP4+voyevRoDA0NGT16NJ6envTq1eupahKpW/369WnWrBnNmjWjvLxcbmNy8eJFdHR0qKiooGHDhmpdYwSwa9cu3n33XbZv3y6CkSBUg9r5dUwQaoCVlRVApdo2Dg4OpKSkiOa4NWDdunVIksT+/fsr1bHR09Nj7NixbN26leTkZNasWUN+fj7jxo3D2tqaDz74gJMnT1apJlFN0tbWlpusOjv/r8lsYWEhZ86cITo6mqysrOeq//QwAQEBvPPOO2zevJlRo0ZV63MLQl0lLqsJalNUVERFRYU8Q6P6VaupnlxV0b17dyZMmMC8efMAWLt2LT///DPbtm0TzXHVTKlUUlpaWuUCj6WlpRw7dgxfX1927tyJQqHA3d0dT09PXFxcNL67TUV1KU1LSwt7e3sUCgWZmZmkpKTI/d5UbUyMjIyea0bp4MGDTJw4kQ0bNuDt7V2Nr0IQ6jYRjgS1kCSJPXv2sGXLFr799lvatm1b6X6lUolCodB4UPr777+ZMWMGf/75J82bN+fNN99k+vTpzJkzRzTHrcXKy8s5efIkO3bsYOfOnZSUlODu7o6HhweDBg2q9sKRVVVRUUFYWBgKhQJ7e/sHLgEqlUqys7NJSUmp1O9N1cbkaYJSYGAg3t7erF27lokTJ2r8b0kQXiYiHAlqk5uby8yZM7Gzs2PgwIHs2rULNzc3BgwYUOk4pVKp0QW3v/32Gz/88AO5ublMmzaNL7/8knr16onmuC+IiooKTp8+jY+PDzt37iQ3N5dhw4bh6emJm5ubvOupJsYRHh6OJEk4ODg8cW2UJEnk5OTIQamsrEwOSqampo99fFBQEK+++io//vgjU6ZMEcFIEKqZCEdCtSstLZVrCEVFRQH3LldFR0dTVFRESkoKvXv3ZuLEiQwZMkTDoxVeJkqlkvPnz8uNcdPS0hgyZAienp4MHTpUvsRb3VTBSKlU4ujo+NSLxiVJIjc3V66lVFxcjKmpKebm5piZmVWarTx79ixeXl589913zJgxQwQjQVADEY6Eanf58mXWrl3LqlWr5HUg7u7u2NjY8Nlnn6GtrY2vry9+fn7s37+fkydP0rt3b+Deh5skSbVqR5LwYlIqlYSGhuLj44Ofnx/x8fG4ubnh4eHBiBEjaNy4cbUEi4qKCi5dukRFRQUODg7PfdlVkiTy8/PloPT3339z5coVRo0aRceOHZk6dSpfffUV77//vghGgqAmYreaUO06dOhAWVkZ06dPp6ysjFOnTlFeXk5xcTFubm6MHj2a0tJSVq5ciZaWFh06dJAfq6WlVSkYFRUVUVxcrImXIbzgtLS0cHJy4ttvvyU6Oppz585hb2/PypUrad26Na+99hqbN28mMzPzmXeQKZVKLl26RHl5ebUEI/hfv7d27drxyiuvMH36dHr27Mmvv/7K2LFjMTc3p379+morSFpRUcGcOXPknXe7d+9+6HGSJPHNN99gb2+PsbExY8eOrbTDMzg4WF5XqPpX0z3eBOFZiXAkVLuGDRuyYsUKXnvtNRQKBSEhIdy+fRsPDw+Cg4NZu3YtOTk59OnTh759+8odvNesWcOkSZMqFVmMj4+nX79+3LhxQ4OvSHM2bdr0wAeMQqGQP4TT0tIYNWoURkZG9O/fn+vXr2t4xLWTlpYWtra2fPXVV1y+fJnw8HBeeeUVfv31V9q2bYunpycbNmwgLS2tykHp/mDk6OiotoX6nTt35vXXXycvL4/58+czY8YM/vrrL6ysrHBxcWHVqlWkp6dX2/kWLVrEnj172L17N++++y6vvfYakZGRDxz36aefsnfvXlauXMmRI0e4ffu23EcNICcnBxMTE5KTk+V/qv5oglDbictqgtpkZGSgr6+PtrY2Z8+e5e+//+by5ct06tSJGTNmMHv2bDw8PJg/fz6RkZGsWbOGGzduUF5eTnR0NCNHjkRPT4+rV69WelOtqKgAqBOX3oqLi8nJyal026RJk7C1tWXZsmX06dMHExMTli5dyurVqzl48CA3btygfv36Ghrxi0WSJG7evClfegsLC8PZ2RkPDw9Gjx5N06ZNH3rpShWMSktLcXR0VOvPOyoqiuHDhzNz5ky++OILeTxJSUn4+/vj6+vLypUrsbW1fe5zlZWV0axZM3788UfeeOMNAIYOHUrnzp1ZuXJlpWNTU1PR19eXF7xv27aNN954g4yMDIyNjfHz82PhwoWV+hMKwgtDEgQ1+PXXX6UPP/xQ2rhxo9SiRQvpo48+kqKjo6WSkhLp1KlT0rx586TGjRtLCQkJkiRJ0s6dO6XPPvtMWr9+vSRJkvTVV19Jrq6u0qBBgyR9fX1p3Lhx0u7duzX5kmqFoKAgqVWrVlJ+fr4UGhoqAVJ8fLwkSZJUUlIiGRgYSDt37tTwKF9MSqVSiouLk5YvXy45OztL2traUp8+faTvvvtOio6OlvLz86WCggIpMzNTGjt2rLR161YpOztbKigoUNu/sLAwqWnTptInn3wiKZVKtf8MVL9TSUlJ8m3fffedZGdn98THhoWFSYAUFxcnSZIkbdiwQXrllVfUNFJBUC9xWU2oNqpmoT///DP79u2jQ4cOXL58mcWLFxMZGcmgQYOwtbXlwIEDeHt7k56eTrNmzSgoKODWrVvk5eURHR2Nvb09a9eupU2bNmzatIm8vDw6duzIlClTsLS0pEePHvIuuLpm4cKFLF68GD09PY4fP461tTXNmzcHQEdHh759+xIYGKjhUb6YFAoFrVu3Zv78+QQFBREXF4e3tzf79u2ja9euDBw4kGXLljF8+HAuXbrEK6+8otYZo9jYWNzd3Rk/fjz//e9/a2TxdXJyMgqFAnNzc/m2qjZcDg8Px8DAgFatWgH3LqslJSXh5uaGlZUV3t7e3L17V21jF4TqJMKRUK1Onz7NV199xUcffUTfvn2JiIhg2rRp1K9fn6ioKHr37s3du3fx9PRk1qxZFBUVERcXx+3bt+nZsyfLli1j+/btWFtbA+Dl5YWLiwsJCQkMHz6cq1evMm/ePAwNDQGqvRVDbXb9+nXCwsIYN24ccO+D7N/tTKr6QSY8nkKhwMrKitmzZxMYGMjdu3d56623+OWXXzh//jwNGjRg06ZNxMTEqOV38Pbt24wcORJPT0+WL19eY3XAsrKy0NPTq3Q+AwMDMjMzH/s4SZIeqLnUs2dPPD09Wbp0KRs3biQqKgovLy/5S5Qg1Gai1K9QbdavX09AQACff/45zs7O+Pn50b59e5KSkkhNTUVXV5eEhAQOHz7Mt99+S3l5Obq6upw/fx6FQsHAgQMBOH78OABTp07llVde4cyZMyxcuJDr168zevRo5s+fT7NmzYDa1YpE3bZs2cLo0aPlWj1ZWVmVepLBvQ+y+Ph4TQzvpaVQKDA1NeXkyZNYWFhw8uRJTp06ha+vL0uXLqVjx454eHjg6emJjY3Nc/9OJiQkMGLECIYNG8ZPP/1UowVSVZsj7i/MWpWGy+vXryc2NpaAgAD5tj59+tCnTx/5vzds2ECPHj24du0aNjY26nkBglBNRDgSqo2xsTHz5s3DxMSEDz74gBMnTrBkyRIuXrzIuHHjCA8Pp02bNsTFxRETE4OHhweFhYVcunSJLl268Pfff+Pg4EC/fv1o1KgRR48eJSAggOLiYpo0acKOHTto1qyZ/OGv6craNe3UqVOV+rqZmJgQExNT6ZiqfJAJT6e8vJxJkyZx9epVjh07hpmZGdbW1kydOpWcnBx2796Nr68vP/zwA61atWL06NF4eXnRrVu3p/79TE5OZsSIEQwYMIBffvmlxn+/mzZtiiRJpKSkYGlpCTy54XJISAizZ89m06ZN8iXeh+ncubP8fCIcCbVd3flkEdTu1VdfZcCAAXTs2JG2bduiq6vL1KlT8fLyoqysjL/++ou3336b5ORkdHV16dOnDwcPHiQtLQ17e3uaN2/OBx98wJQpUwgICEBXV5cBAwbg6OiIi4sLDg4OtG7dmr59+wLUqWAkSRIhISF06dJFvq1p06aV6srAkz/IhKcXGxvLnTt3OHr0KGZmZvLtCoWCJk2aMGnSJHbt2kVKSgr/+c9/iI2NZfDgwdjZ2fHZZ58RHBxcpUtJqampjBw5kp49e7J+/XqN7Mbs0qULFhYWHD16VL7t2LFjuLq6PvT42NhYPD09mT17tny5VyU3N7fSf4eHhwPQqVOn6h20IKiDRpeDCy+9jIwMaf369fLun759+0qDBw+WvvjiCykhIUFydHSUNm3aJB/v5+cneXl5SWvWrJG8vLwkGxsbafz48dK+ffskSZKk8vJyTb0UjUpMTJQAKTIyUr4tIiJCAqS7d+9KkiRJxcXFkr6+vhQQEKCpYb60nnanWH5+vrRjxw5p/PjxUuPGjaWWLVtK7733nnT48GEpNzf3gV1pt2/flrp27Sq99tprUllZmZpeRdUsWrRIat26tXT+/Hlp7dq1UoMGDaQrV65IaWlpkpWVlfTHH39IkiRJcXFxUsuWLaU333xTSktLk5KTk6Xk5GQpJydHSk5OlszNzaUVK1ZIERERUmBgoGRjYyO98cYbGn1tglBVIhwJNSYvL09at26dNGDAAKlt27bSn3/+KXl5ecn3p6enS5IkSXPnzpXOnDkj39axY0fJzs5OOnbs2APPWVFR8dTjUH3QlZeXVylsVVRU1Mg26sdRBaHY2NhKt/fr108aOXKkFBERIU2bNk1q06aNxj9chcoKCwulXbt2SZMmTZKMjIwkS0tL6f/9v/8n7d+/X8rJyZHi4+Mle3t7ycPDQyopKdH0cKWKigpp7ty5koWFhdS1a1e5hEZqaqrUsmVLacOGDZIkSdLQoUMl4IF/kydPliRJks6cOSN5eXlJlpaWUrNmzaS5c+dK+fn5GntdgvA0RBFIQSPKysrIyMiguLiY6OhoPvnkEwYPHowkSRw7doz09HQGDx7M7du36d27NxMmTJDXKUiSpNaF2BUVFbWuwGRgYCCDBg0iKSmp0mWzjIwMpkyZQlBQELa2tvz++++0b99egyMVHqe0tJSjR4/i6+vLrl275N/l7t27s2vXLho0aKDpIQqCgKiQLdQCSqWSPXv2EB8fT6NGjTA3N+fAgQOcOXMGY2NjVq1aRZcuXR4IRT4+PjRr1qzSjphHUT02OTmZvXv34uPjg0KhYObMmbi7uwOVd76dOHGCEydOEBERgZmZGdOmTaN79+7V/+KFOqu8vJz9+/fz3//+l8DAQHR1dTU9JEEQ/n8iHAm11p07d/jtt9/IzMxk3LhxDBw4UA45cXFxuLq6oqury5UrVx77PKrHxMfH8+abb5KYmMjkyZMpLi5m7969fPXVV4wYMQKAgoICtmzZwoIFC+jRowdeXl6cOXOGW7du8c0339C/f/+aeOmCIAiCBolwJNQ60r21cGhpaXHz5k22bt3Kn3/+iZ+fH926dZO38Ht7e1NcXMzvv/+OqanpE5/3yy+/ZOPGjZw9e1a+NDVt2jRu377NX3/9hbm5OcuXL+evv/5i0qRJfPDBB/JjlyxZQlBQEIcOHVLb6xYEQRBqh7qzF1p4YSgUCnmbfrt27Vi0aBHXr1+nW7duwL3LEX/88QfJycnMmDGjSnV9YmNjCQ0NZdSoUTRt2lTeWj179mxOnTolX1JbvXo1I0aM4O233wb+V4F70aJFbNiwodJtQmWFhYXMmDEDMzMzmjVrxscffyw3CU5LS2PUqFEYGRnRv39/rl+/ruHRCoIgPJoIR8ILRZIkLl26RHp6Op9++inDhw+v0uLsiooKrl+/To8ePYB7C2MBrly5goGBAUZGRhw7doyUlBQmTpxI48aNgXtBTRWGrKys5NuEBy1evJjTp0/zzz//8Ndff7Fp0ybWrl0LgIeHBwAnT57E2toaNzc3ysrKNDlcQRCERxIVsoUXikKhoEePHjg5OcnBpSphpUOHDmRmZsozGQ0bNgRg3bp19O3bF21tbY4cOYKtrS0tWrR44JzCkx05coT58+fLbWAmTZrEkSNHcHZ25uzZs8THx9O8eXPWrFmDqakp+/btk0OTIAhCbSJmjoQXkiqwPE1wmTt3Ln/++Se3bt3izp07fPXVVwQFBTF//nwArl27hq2trbhs9oysra0rNSjV09OjU6dOHD9+HGtra7m1hI6ODn379iUwMFBTQxUEQXgsMXMk1BlvvfUWFy5cwMHBgQ4dOlC/fn1Wr16Ns7MzSqUSBwcH9uzZ80AzV6FqFixYwMiRI5EkCW9vb3x8fPDx8WHDhg0PtDSxtLQkJSVFQyMVBEF4PDFzJNQZlpaW+Pn5ERUVxXfffce+ffuYMWMGcK9PW+fOnbl+/TphYWFi9ugZdOjQgXbt2vHHH3/Qpk0bXFxcsLa2Jisr64HAaWBgUGmWSXh+FRUVzJkzh6ZNm2Jra8vu3bsfeeyNGzcYMGAARkZGuLu7k5aWVun+PXv2YGdnh4WFBe+//758OVoQ6goRjoQ6Q5IklEolTZs2ZeDAgRgaGsr3VVRUMGbMGDw9PVm6dClXr14lLS2NLVu2cPfuXQ2O+sVQUVGBq6sr8+bN4/Lly/zzzz/4+/vz1VdfYWJiQl5eXqXjc3Nzq7TLUKi6RYsWsWfPHnbv3s27777La6+9RmRk5APHlZWV4erqSvv27Tl58iRaWlqMHj1avj8yMpJXX32VGTNmEBAQwL59+1i0aFFNvhRB0Lya6lMiCC+Cq1evShMmTJCaNGki9evXT+rUqZO0efNmTQ+r1jt27JhkZWVV6bZdu3ZJDRo0kFatWiV17Nix0n1Dhw6VPvjgg5oc4kuttLRUMjU1lf766y/5tiFDhkhz58594Fg/Pz9JX19fKi4uliRJkhISEiRACg8PlyRJkmbPni0NHjxYPn7r1q2SmZmZVFpaquZXIQi1h5g5EoT72NjYsGXLFuLj4/nmm284c+YMEydO1PSwar38/Hx0dHQqXY60tLSkpKSEAQMGEBMTQ3x8PAAlJSWcPn0aV1dXTQ33pRMZGUl6ejqDBg2Sb3N1dX3oovfjx4/j7Ows93Fr1qwZNjY28rHHjx9/4HnS0tKeWIleEF4mIhwJwn2k///Sm56eHs7OzhgZGWl6SC8EFxcXiouLmTVrFlFRUQQEBPD+++/j6uqKnZ0d/fr1Y8aMGVy+fJn33nsPMzMzhg4dqulhvzSSk5NRKBSYm5vLtz1q0XtycvJjF8j/+34zMzPq1asnFtALdYoIR4Jwn/urcwtVZ2hoyJEjR7h79y59+vRh2rRp2NjYsH37dgD8/f3R0tLCxcWFmJgYDh06hLa22CxbXbKystDT06v0u/uoRe9PWiD/7/sVCgX6+vpiAb1Qp4h3J0EQqoWNjQ0BAQEPvc/ExOSxu6eE52NiYkJBQYHcdxAevej9UQvkO3fu/ND7JUkiLy9PLKAX6hTxFVkQBOEF17RpUyRJqnTpKzEx8YHLZ6pjk5KSKt12/7H/vj8lJUXe5SkIdYUIR4IgCC+4Ll26YGFhwdGjR+Xbjh079tBF766urpw+fZqSkhIAEhISuHbtmrwI29XV9YHnsbCwkGeWBKEuEOFIEIQ6JSkpiVGjRtGkSRN69+7NuXPn5PvS0tIYNWoURkZG9O/fn+vXr2twpFWnra3N9OnTWbRoERcuXODXX3/l5MmTTJkyhfT0dFq0aMHGjRsBGDZsGBYWFsyaNYvLly8zY8YM+vbtS9euXQF4++23OX36NL/88gsXL17k888/55133hFrxIQ6RYQjQRDqlDFjxtCgQQPOnj3L66+/jpubG7GxsQByI9yTJ09ibW2Nm5sbZWVlmhxulX3xxRd4enoyevRofv75Z3bs2EHnzp2RJAktLS25zIK2tjaHDx8mNjYWFxcXJEnC399ffh4bGxt8fHz47bffcHd3x93dnS+//FJTL0sQNEIhSaJPgiAIdUNYWBiOjo5ERkbSpUsXADw9PWnRogVTp07F0dGR+Ph4mjdvTmlpKaampmzevFkOTYIg1A1i5kgQhDrjxo0bGBoaysEIYODAgQQFBXH8+HGsra1p3rw5ADo6OvTt2/ehhRQFQXi5iXAkCEKdYWxsTE5OTqXdWFpaWty5c+eJxREFQag7RDgSBKHO6N69O4aGhvz888+UlJSwb98+lixZQnl5+ROLIwqCUHeIcCQIQp3RpEkTfv/9d9asWYOenh7Lli1jwYIFtGjR4pHFEUXxQ0Goe0Q4EgShThk7diyZmZmkpqYSGBhIUVERLVu2fGJxREEQ6g4RjgRBqHO0tLQwNjYG4J9//uH1119n0KBBxMTEEB8fD0BJSQmnT59+aCFFQRBebmIrvyAIdUZpaSkffPABnp6eWFlZsWLFCo4fP86VK1fQ0dHBxcWFxo0b88033/DTTz9x9OhRYmJiRAFEQahjxMyRIAh1ho6ODjY2NsydOxdnZ2fS09M5ffo0Ojo6APj7+6OlpYWLiwsxMTEcOnRIBCNBqIPEzJEgCIIgCMJ9xMyRIAiCIAjCfUQ4EgRBEARBuI8IR4IgCIIgCPcR4UgQBEEQBOE+IhwJgiAIgiDcR4QjQRAEQRCE+4hwJAiCIAiCcB8RjgRBEARBEO4jwpEgCIIgCMJ9RDgSBEEQBEG4jwhHgiAIgiAI9xHhSBAEQRAE4T4iHAmCIAiCINxHhCNBEARBEIT7iHAkCIIgCIJwn/8P9erk/XD32ssAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_two_factors_interaction(all_materials_data, '温度，oC', '励磁波形', {'材料类型': '材料1'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "92c72ea9-d169-4a72-bea1-85cd5a00a2b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "optimum_conditions = {\n",
    "    '温度，oC': 90,      # 遗传算法找到的最优温度\n",
    "    '励磁波形': 0,       # 遗传算法找到的最优波形（假设 0 表示正弦波）\n",
    "    '材料类型': '材料4'   # 遗传算法找到的最优材料\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "4ae9d874-f8c2-4d81-aa0a-b6e8900714bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0        材料1\n",
      "1        材料1\n",
      "2        材料1\n",
      "3        材料1\n",
      "4        材料1\n",
      "        ... \n",
      "12395    材料4\n",
      "12396    材料4\n",
      "12397    材料4\n",
      "12398    材料4\n",
      "12399    材料4\n",
      "Name: 材料类型, Length: 12400, dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(all_materials_data['材料类型'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "239739b3-5007-4395-b1df-75ac5978ca92",
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_data_distribution(df, optimum_conditions, tolerance=5):\n",
    "    \"\"\"\n",
    "    检查在最优解附近的数据分布情况，查看数据集是否有足够的记录支持局部分析，\n",
    "    并打印符合条件的记录和绘制图像。\n",
    "    \"\"\"\n",
    "    # 获取最优解中的温度、波形、材料类型\n",
    "    temperature = optimum_conditions['温度，oC']\n",
    "    waveform = optimum_conditions['励磁波形']\n",
    "    material = optimum_conditions['材料类型']\n",
    "\n",
    "    # 以 25°C 为步长的离散温度值\n",
    "    temperature_values = np.array([25, 50, 75, 90])\n",
    "\n",
    "    # 找到当前温度的索引位置\n",
    "    current_index = np.where(temperature_values == temperature)[0][0]\n",
    "\n",
    "    # 计算温度的容差范围，以 ±tolerance 为步长\n",
    "    start_index = max(0, current_index - tolerance // 25)  # 将容差转化为 25°C 的步长\n",
    "    end_index = min(len(temperature_values) - 1, current_index + tolerance // 25)\n",
    "\n",
    "    # 提取分析的温度范围\n",
    "    temp_range = temperature_values[start_index:end_index + 1]\n",
    "\n",
    "    # 过滤数据，查看有多少记录符合条件\n",
    "    filtered_df = df[\n",
    "        (df['温度，oC'].isin(temp_range)) &\n",
    "        (df['励磁波形'] == waveform) &\n",
    "        (df['材料类型'] == material)\n",
    "    ]\n",
    "\n",
    "    # 打印符合条件的数据记录的数量\n",
    "    print(f\"Number of matching records: {len(filtered_df)}\")\n",
    "\n",
    "    # 打印所有匹配的数据记录\n",
    "    print(filtered_df[['温度，oC', '磁芯损耗，w/m3', '励磁波形', '材料类型']])\n",
    "\n",
    "    # 绘制温度和损耗的关系（去掉连线，只保留散点图）\n",
    "    if not filtered_df.empty:\n",
    "        plt.figure(figsize=(8, 6))\n",
    "        plt.scatter(filtered_df['温度，oC'], filtered_df['磁芯损耗，w/m3'], color='b', s=50)\n",
    "        \n",
    "        # 设置横轴为离散的温度值\n",
    "        plt.xticks(temp_range)  # 设置刻度为 [25, 50, 75, 90]\n",
    "\n",
    "        plt.title(f'温度 vs 磁芯损耗\\n(波形: {waveform}, 材料: {material})')\n",
    "        plt.xlabel('温度 (°C)')\n",
    "        plt.ylabel('磁芯损耗 (w/m³)')\n",
    "        plt.grid(True)\n",
    "        plt.show()\n",
    "\n",
    "    return filtered_df\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "ee20d6ca-30ba-4c85-a50e-49506bf27c13",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of matching records: 659\n",
      "       温度，oC      磁芯损耗，w/m3  励磁波形 材料类型\n",
      "9600      25    2525.795337     0  材料4\n",
      "9601      25    4427.524958     0  材料4\n",
      "9602      25    5780.576037     0  材料4\n",
      "9603      25   10983.412600     0  材料4\n",
      "9604      25   14526.685680     0  材料4\n",
      "...      ...            ...   ...  ...\n",
      "10475     25   29366.240000     0  材料4\n",
      "10476     25    6774.100000     0  材料4\n",
      "10477     25    1731.490000     0  材料4\n",
      "10478     25   44961.690000     0  材料4\n",
      "10479     25  132026.410000     0  材料4\n",
      "\n",
      "[659 rows x 4 columns]\n"
     ]
    },
    {
     "data": {
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DOnbsqGnTpiklJUXnn3++Lr74YnXu3FnR0dF67LHHnKsA5jdmzBjNmzdPJ0+edO4LCgrSkCFDilwE5qOPPtLdd9+tsLAwvfvuu7rqqqs0cOBAhYaGasyYMYW+cEjSmjVrdP/992vmzJm67rrrnPsLLo2d36+//qobbrhB+/btkyTVqFFDDz74oF566aUy/d0AVB0kzABwFtLT00tsuSzO6tWrZbPZ1Lt3b02bNk3Hjh1Tx44ddckllzhnjXA4evSo1q9frx9//FG//fab4uLi1Lhx4/L4FUyRlZVVaLq8ipabm1uhS4gDqLpImAEAAAA3GPQHAAAAuEHCDACoMJmZmc75lSuz06dPl7gKIoDqg4QZQLWXlZWl06dPO7dXrVqlmTNnFruq3v/93/95tAiHp1JSUhQVFaU///yz3I5ZWnv37pXNZtPBgweLjcnMzFRQUJDLKnz5tWnTRv/973/dnufuu+/Ws88+W+Z6vvvuuy7T5BVl9erVql27dpFlBw8elM1mK7REeUGtWrXSunXrSl2//Au2AKg6SJgBVHuvvPKK7rzzTuf2wYMH9cgjj+iaa65RcnJyqY93zTXXyGazFftwLJ4h2ZPlG2+8UXv37lWzZs3K5fcxU0ZGhvIPfUlISCg0x/LPP/+sbt26SZIWLFigBQsWVGgd8/LylJmZ6bIvNjZWH374ocu+uLg4Pfroo5KkqVOn6scffzzrc/fp00effvrpWR8HQOVCwgygWktJSdHzzz+vxx57zLlv5MiR+vHHH3X48GFNnTpVx44d0x9//OF8JCcn6/Tp0y77fv/9d+cKeu+99562b9+uNm3a6NVXX9X27du1fft2+fr6uiSQ3333na688krVqFFDn376aalnlcjJydGECRPUqlUrNW3aVKNGjXKZqq0iXHjhhfrggw9cui+sW7fO2QocHBysMWPG6KGHHpI3x5ifd955+uijj1z2ffnll2rXrp0kycfHR926dSuUVBcnNzdXl112mWw2m/bu3evc/8gjj+ixxx6jOwdQxbBwCYBqbd68eWrfvr0uv/xyl/0XXHCBNm3apNzcXM2dO1cTJ04s9NwLLrjAZfvTTz/VwIED1bx5c0lSQECAmjZtqrZt20qSbDabWrZsqSZNmuiJJ57Qyy+/rFGjRmnGjBllmpruzjvv1GeffaYXX3xRtWvX1hNPPKG+fftq48aNHh9j9+7dysnJcXbF2LVrl06ePKnw8HAdOXLEJdbRanvgwAH9+eefOu+88xQaGqqmTZtq69atzrhVq1YpKipKknTjjTfq22+/VWRkpG666aZS/46SfWlrR3eVQ4cOKSsrS3/88YckqUmTJoXuAiQmJsowDO3evVs1a9ZUeHi4rrnmGt19993ObjbZ2dnauHGjc0XCyZMnq1OnTrrrrrt0ww03lFinmTNnuvzODrfccouio6O1YsUK3XjjjWX6fQFUQgYAVGMXX3yxMXPmTLcxL7/8snH11Vc7t1944QWX7U8++cRo1KiRkZWV5fK8Dh06GIsWLXJu+/n5GZs2bTLy8vKM8ePHG59++mmZ671jxw7DZrMZ77zzjnPfunXrDEnGmjVrPD5Os2bNDEmFHu+8806R+x2P2rVrO49xxx13GG+//bbRunVrY8GCBUaLFi2M7Oxsl/McPHjQMAzDGD58uDFp0qRS/a67du0qth4l1fOmm25yHqd58+bG+vXrDUnG0qVLjUGDBhU6l6OeYWFhxpdffllkffbv328EBwcbo0aNMiQZe/bscSmPiYkp8tgArIsuGQCqrZSUFG3dulWRkZHOfQsXLtSNN96oLVu2eHycmTNn6oEHHpC/v79H8TabTa+//roGDhzo3BcTE6OpU6c6tx9//HG1bNlSe/bsKfIYH330kWrUqKHBgwc79/Xo0UNNmjQpVZ/h/fv3yzAMTZo0SZK9m4JhGLrrrruUk5PjfGRnZ6tnz56S7F0uHIPbjhw5otGjR6tLly7KyspSSkqK3nrrLe3evVt///23s/7ulpf+3//+p6ZNm2rWrFlFlrdq1UqGYcgwDEVERKhevXpKTk4usp7JycmqV6+efH19lZOTo6VLl0qyD2qcN2+es4W5cePGeuihh7Rv3z7t2LHD2ZXFk2WwH3zwQZ1zzjm67bbbiizv1auX1q1b59UuKADKFwkzgGpr06ZNqlWrlssS0z179lTLli3VtWtXl24YmZmZOnjwoA4ePKjU1FSX7SeffFIPPvigM9bRr9kR49g2DEN79uxxdieQ7APUYmJitHTpUo0cOdK5f/fu3UpMTCx21oV9+/apWbNmLrNB2Gw2XXDBBc6lnT3l6HYiScOGDdO2bdskSb6+vs7H8uXL9f3330uS/Pz8nCvoxcbGqnv37mrfvr327dunMWPGqHfv3rrgggu0YsUKdezYUc8884zbPr1HjhzR4cOHi/1y4LB9+3YlJCTo+PHjuu6663TixIlC9Zw2bZqysrJks9nk6+srHx/7x9zw4cPVs2dPXX311ZKkrl27qmfPnrrttts0a9YstWnTRh9//HGJf6tly5ZpyZIlmjNnTrGrCF566aU6duyYduzYUeLxAFiEF1u3AcCr5syZY1x44YVFlm3evNlYuHChYRiGMXXqVLe3/SUZO3bscD63pFhJRk5OjrF//37juuuuM9q0aWPs37/f5fx5eXnG8ePHi637TTfdZFxxxRWF9g8dOtTo0KFDqf4Oy5YtM8LCwgxJxjPPPGM0bdrU2Ldvn7M8KSnJCA8PN9544w1DkpGQkFDoGLNnzzYkGQ8//LDL/m3bthkdOnQwHn30UcMwiu+SkZKSUmI9Y2JijLCwMKNVq1bGbbfdZkRGRhqZmZnO8nXr1hnBwcHGK6+8Yvj5+RV5jOHDhxuSjCVLlrjsX7x4sVG3bl3jv//9r2EYRXfJOHnypNG8eXNj/PjxzvOpiC4ZhmEYAQEBxXbpAGA9tDADqLaOHTumOnXqFFl2xRVX6JZbbpEkHT16VEOGDNFdd92liRMnOrsHGIahV155RZdeeqnL3MCOsoYNG2rVqlXObT8/P23atEmGYeitt95S+/btFRYWpu+//77QlHI2m63YujnKi2IYhrNV1VOvvPKKs4X83nvvVa9evTRt2jRJ9hbwO++8Uz169NDtt99e7DFef/111axZU++8847eeecd5/727dvrf//7X6Gp5wqqW7eu2/Ljx49r/vz5GjNmjGw2m+bMmaODBw/qk08+kSQlJyfr1ltv1UsvvVRoMKbDwYMHtWLFCknS+PHjnS3pkjRgwAD9+OOP6tOnT7F1ePrpp2Wz2fT888+7ravj9/n7779LjANgDSTMAKqt4pJOh3nz5un06dM6evSoWrZsqccee0zx8fFKSkqSZJ/WLTY2Vvfdd1+h56alpenIkSOqV69ekceuUaOG3n//fc2dO1chISHKzMzUokWLCs0fXJwmTZoUmZAdPXrUo364Dp9++ql2796tIUOGSLL/TWbNmqXp06fLMAyNHj1av/76q+Lj44v9e61cuVJNmzZVkyZNNHXqVE2YMEE//PCDs7x27doKDQ3Vr7/+qkOHDmn16tUaPHiwXnnlFY/r+fTTT6t3795q0aKFJKlmzZr64osvNHz4cKWmpuq6667TJZdcovvvv7/YY8ycOVO33nqrJGnKlCkaOHCgS5eXli1bKj09Xd9++60yMjL0+uuv67rrrtP69ev1448/6tVXX1V8fHyxi6LkZxhGia8vANZBwgyg2qpfv36xfYT37t2rkSNH6rffftORI0fUsmVLXXjhhRo4cKDuvfdeGYahadOmKSAgoMiW1127dslmsxW7Kt3dd9+tfv36ObfHjh2rSZMmeZwwt2jRQvv371daWppzn2EY2r59u1q2bOnRMfbu3avRo0frpZdechmwGBwcrJCQEI0ePVqffPKJPvvss2IT/9zcXD322GPOFupWrVrp0Ucf1YcffqgpU6bolltuUbt27VSzZk316NFDP/30k3x8fBQZGeky2NKd5cuX65133im0QmDLli2VlJSkvn37SrJ/wSnOvn37NGfOHOeXm2HDhql169ZasGCBJk6cqBtuuEEtWrRQnTp1dMstt+jUqVOqVauWRowYoTZt2mjWrFnKzc3VjTfe6FyAxtEfumXLloVWfjx+/LhCQ0M9+v0AVH4kzACqrXPOOUf79u0rckDaSy+9pIiICF166aX69ddfnS2bM2fO1LZt2zRs2DC98MILmj9/vmrVqlXo+d9//73OP/98t90qJHsr9ejRo/XZZ59pyZIlCgkJkWRPfvMnwwUNHz5cOTk5zi4Jkn32ikOHDmnEiBHOfYabmRrS0tJ0/fXXO1uX87v99tu1dOlSrVy5Up06dSr2GNOmTVPt2rVd5i6OiYnRCy+8oNOnT6tbt2569dVXtW/fPv3999+67rrrFBkZqbFjx6pjx47O56SmphZ7jv379+vll1/Wueee67L/9OnT6tq1q3Jzc7Vy5Uq3f+u7775bUVFRatiwoSR7S/onn3yiAQMGKCsrSwMGDNCHH36olJQU7du3T6GhoRo1apTuuusuhYeH65lnntHWrVtdHo45nD///HPnvyX7PNBZWVnO+bgBWB8LlwCotrp06aL09HT98ccfzhXfJHtf17feekuffPKJtmzZoiNHjjiXs65Tp45uvfVWPffcc+revbtL0pdfXFyc2z6/kr0V+t5779WBAwe0ceNGtW7d2lk2fPhwLVmyRN9++22RCeu5556r22+/XQ899JCysrJUu3ZtPf744+rRo4d69OghSTp16pQ6dOigxo0b65tvvinUt7ljx44u/Y3zmzJlioKCggolqQXVrVu3UHcNR2v1iy++6Pa5Dp999pn69++viRMn6v/+7/8KlUdFRRXZL7tmzZqaO3euunbtWuLCL+3bt9ekSZN07Ngxl+fXrFlTr732Wol1bN68eaEE2HF3ol27ds4vVJL0ww8/qEGDBsXeXQBgPbQwA6i26tSpo0svvVSrV6922T9lyhR17NhRN9xwg+bMmaPIyEjVr19f+/fv1+DBgzVjxgw9/fTTOnjwoDp37qzVq1e7tOS+8sor2rNnj0aPHl3keQ8dOqTHHntMl19+ua666ir99NNPLsmyZG/9bty4sYKDg4ut/9tvv637779fL774oh555BH16dNHn3/+ubPc19dXtWrV0ubNm/Xrr78WeYzipkZr166dM1neuXOn/vjjDyUkJEiSAgMDnXEPPfRQsV8aPFWvXj01btxYTZs2LbLc3SDGa665RkFBQcrKytLvv/+uP/74Q1u2bHGpo2QflFiW1RTL4ssvv1SvXr0q5FwAKkjFT8wBAJXHrFmzjC5duji3k5KSjICAAGPlypXGzz//bPj6+horVqwwhgwZYvj6+hrdunUzfvvtN8MwDCMtLc0YPXq0UaNGDaNVq1bG8uXLjby8POOqq64yPvnkk0Lncqz09+KLLxo33nijsXPnTtN/v7///tvw9/cvNG1dQXv27DEkGQcOHChUNmTIEMNmsxl16tQx+vXrZ2RkZBR5jNatWxufffaZ2/OUZaW//N555x2jdevWhfbn5OQY4eHhho+PjxEWFlbsOQ4cOGBIMk6ePOn2PO5W+nMnNzfXCAsLM1asWFHq5wKovGyGwVJEAKqv1NRUnXfeeVq+fLmuuuoqSdLvv/+uCy+8UMePH9fSpUt11113KS4uTh06dHB2d8gvKSlJb7/9tkaPHq3Q0FDl5uYW23JbkTIyMhQVFaXU1FQtXry4zMcxLDLjQ2Wo5wcffKBnn31Wv/76a6mn9wNQeZEwA6j2ZsyYoY0bN2rRokXerkq5euutt7RixQrNnTvXo6nQcPauuOIKTZ48WTfffLO3qwKgHJEwA6j2srOzlZeXp4CAAG9XpVxVhhbX6sYxHR2AqoWEGQAAAHCDDlYAAACAGyTMAAAAgBssXGKSvLw8JSYmKjg4mD6EAAAAlZBhGDpx4oSaNGnidmYbEmaTJCYmsiwqAACABezfv1/NmjUrtpyE2SSO1bn279+vkJAQ08+XnZ2tVatWqU+fPs5laQGUH64xwFxcY5Aq/nWQlpam5s2bu11VVSJhNo2jG0ZISEiFJcw1a9ZUSEgIbzSACbjGAHNxjUHy3uugpO6zDPoDAAAA3CBhBgAAANwgYQYAAADcIGEGAAAA3CBhBgAAANwgYQYAAADcIGEGAAAA3CBhBgAAANwgYQYAAADcIGEGAAAA3CBhBgAAANwgYQYAAADcIGEGAA9kZLj+BABUHyTMAOBGQoI0aJAUHm7fDg+3b2/c6N16AQAqDgkzABQjPl7q0UNavlzKy7Pvy8uzb3fvLs2e7d36AQAqBgkzABQhIUEaN04yDCknx7UsJ8e+f+xYWpoBoDogYQaAIsTGSr6+7mN8faUZMyqmPgAA7yFhBoAC0tOlpUsLtywXlJMjLV5sjwcAVF0kzABQQFramT7LJcnLs8cDAKouEmYAKCAkRPLx8N3Rx8ceDwCoukiYAaCAoCCpf3/Jz899nJ+fNHCgPR4AUHWRMANAEWJipNxc9zG5uVJ0dMXUBwDgPSTMAFCEiAgpLk6y2Qq3NPv52ffHxUndunmnfgCAikPCDADFiIqSNmywd89w9Gn28bFvb9hgLwcAVH0l9NADgOqtWzf748QJae1a6dAhKTjY27UCAFQkWpgBwAOBga4/AQDVBwkzAAAA4AYJMwAAAOAGCTMAAADgBgkzAAAA4AYJMwAAAOAGCTMAAADgRqVJmLOzs3XBBRfo3HPPde47cuSIbr75ZtWrV089e/bUzp07XZ6zefNmdenSRaGhobrtttt0+vRpl/I333xTbdu2VfPmzfXss8+6lOXm5uqhhx5SWFiYLrroIi1btsylvKRzAwAAoHqoNAnzrFmzdPDgQZd9/fv3lyStX79ebdu2Ve/evZWdnS3JntD26dNHffr00Zo1a7R7927de++9zueuXLlS48eP1/Tp0/X+++9rxowZmjNnjrN88uTJWr58uZYtW6Zx48ZpyJAh2rZtm0fnBgAAQDViVAJHjhwx6tatazzxxBNGy5YtDcMwjC1bthiSjAMHDhiGYRiZmZlGcHCwsWTJEsMwDCM2NtZo06aN8xjffPON4e/vbyQnJxuGYRj9+vUz7rvvPmf5c889Z3Tu3NkwDMPIysoyGjRoYMyfP99Z3qdPH+Phhx/26NyeSE1NNSQZqamppf57lEVWVpaxZMkSIysrq0LOB1Q3XGOAubjGYBgV/zrwNF+rFC3MTz/9tC6++GL16dPHuW/dunVq27atmjZtKkmqUaOGIiIi9NVXXznLe/Xq5Yzv0qWLAgICtHHjxiLLIyMjtXXrVh0/flzbtm3T0aNHC5XnP7a7cwMAAKD68PN2BbZt26Z33nlHW7ZsUVJSknP/4cOHFRYW5hIbHh7ujDl8+LAuvvhiZ5mPj48aNWqkpKQkpaenKy0tzeX54eHhkqSkpCQdPnxYNptNjRo1KvbY7s5dlMzMTGVmZjq309LSJNn7ZldEVw7HOeg2ApiDawwwF9cYpIp/HXh6Hq8nzA8//LAmTJigCy64wCUhTUlJUXBwsEtscHCwDhw44Lb82LFjSklJcW7nL5PkLK9Vq5Z8fHwKPdeTcxfl+eef19SpUwvtX7VqlWrWrFn8H6CcrV69usLOBVRHXGOAubjGIFXc66DghBHF8WrCvHTpUv31119avnx5obLQ0FDt2LHDZV9aWppCQ0Od5SdOnCiyvH79+pLkUu5o8Q0NDVVaWppOnTqlvLw8Z9Jc8Njuzl2UJ554QjExMS7xzZs3V58+fRQSEuL+D1EOsrOztXr1al177bXy9/c3/XxAdcM1BpiLawxSxb8OHPlhSbyaMM+aNUuJiYk655xzJNn/SCdOnFDDhg01fvx4HTp0yCU+MTFR7dq1kySFhYW5lOfm5io5OVlhYWEKDAxU3bp1XcoTExOdz0tPT5dhGEpKSnJ21UhMTHR2wyh47ILnLkpAQIACAgIK7ff396/QC7+izwdUN1xjgLm4xiBV3OvA03N4ddDfBx98oF27dmnr1q3aunWrnnnmGTVp0kRbt27VgAEDtGPHDmc3iMzMTG3cuFGRkZGS7IP01q5d6zzW5s2blZ2drYiICGf5mjVrnOVr167VZZddppCQELVv316NGzcuVO44dq9evdyeGwAAANWHVxPmBg0aqGnTps5H/fr15efnp6ZNm6pTp07q3r27oqKi9Msvv2j8+PFq2LCh+vbtK0kaMWKE/v77b02aNEk//fSToqOjNXToUGd3jDFjxmjevHlatGiR1q1bp5dffllRUVGSJD8/P40ePVqTJ0/Wt99+q9mzZ2v9+vUaOXKkJKljx45uzw0AAIDqo1JMK1ecxYsXy8fHRz169NCOHTu0atUq+fnZe5GEhoZq5cqVWr16tXr16qU2bdq4LEwSGRmp+Ph4PfXUU7rjjjs0YcIE3XPPPc7yKVOmaMCAAerXr59mzZqlhQsXunS5cHduAAAAVB82wzAMb1eiKkpLS1OdOnWUmppaYYP+Pv/8c91www30/QJMwDUGmItrDFLFvw48zdcqdQszAAAA4G0kzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzFVERobrTwAAAJQPEmaLS0iQBg2SwsPt2+Hh9u2NG71bL6Cq4UspAFRfJMwWFh8v9eghLV8u5eXZ9+Xl2be7d5dmz/Zu/YCqgC+lAAASZotKSJDGjZMMQ8rJcS3LybHvHzuWD3XgbPClFAAgkTBbVmys5OvrPsbXV5oxo2LqA1Q1fCkFADiQMFtQerq0dGnhD/GCcnKkxYvt8QBKhy+lAAAHEmYLSks7c3u4JHl59ngAnuNLKQAgPxJmCwoJkXw8/J/z8bHHA/AcX0oBAPmRMFtQUJDUv7/k5+c+zs9PGjjQHg/Ac3wpBQDkR8JsUTExUm6u+5jcXCk6umLqA1QlfCkFAORHwmxRERFSXJxksxX+UPfzs++Pi5O6dfNO/QCr40spAMCBhNnCoqKkDRvsLWGO28c+PvbtDRvs5QDKhi+lAACHEm44orLr1s3+OHFCWrtWOnRICg72dq2AqiEqSurY0T513IoV9n2OL6XR0STLAFBdkDBXEYGBrj8BlA++lAIA6JIBAB7gSykAVF8kzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMVURGhutPAAAAlA8SZotLSJAGDZLCw+3b4eH27Y0bvVsvAACAqoKE2cLi46UePaTly6W8PPu+vDz7dvfu0uzZ3q0fAABAVUDCbFEJCdK4cZJhSDk5rmU5Ofb9Y8fS0gwAAHC2SJgtKjZW8vV1H+PrK82YUTH1AQAAqKpImC0oPV1aurRwy3JBOTnS4sX2eAAAAJQNCbMFpaWd6bNckrw8ezwAAADKhoTZgkJCJB8P/+d8fOzxAM4OUzcCQPVFwmxBQUFS//6Sn5/7OD8/aeBAezyAsmHqRgAACbNFxcRIubnuY3JzpejoiqkPUBUxdSMAQCJhtqyICCkuTrLZCrc0+/nZ98fFSd26ead+gNUxdSMAwIGE2cKioqQNG+zdMxx9mn187NsbNtjLAZQNUzcCABxK6AWLyq5bN/vjxAlp7Vrp0CEpONjbtQKszTF1Y0mz0eSfupGxAgBQddHCXEUEBrr+BFB2TN0IAMiPhLmKYMoroPwwdSMAID8SZotjyiug/DF1IwB4R2VtACRhtjCmvALMw9SNAFBxKnsDIAmzRTHlFWAupm4EgIphhQZAEmaLYsorwHxM3QgA5rJKAyDTylkQU14BFYepGwHAPI4GwILJcn6OBkBv3tGjhdmCmPIKqHhM3QgA5cvRAOguWZZcGwC9hYTZgpjyCgAAWJ2VGgBJmC2IKa8AAIDVWakBkITZopjyCgAAWJmVGgBJmC2KKa8AAIDVWaUBkITZwpjyCgAAWJlVGgCZVs7imPIKAABYWVSU1LGjfeq4FSvs+xwNgNHR3k+WJRLmKoMprwAAgFVV9gZAumQAAACgUqisDYAkzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAGyTMAAAAgBskzAAAAIAbJMwAAACAG15PmL/88kv16tVLderU0YUXXqgPPvjAWXbkyBHdfPPNqlevnnr27KmdO3e6PHfz5s3q0qWLQkNDddttt+n06dMu5W+++abatm2r5s2b69lnn3Upy83N1UMPPaSwsDBddNFFWrZsmUt5SecGAABA9eDVhPn48eO6++67NWTIEG3cuFGDBg3SHXfcoc2bN0uS+vfvL0lav3692rZtq969eys7O1uSPaHt06eP+vTpozVr1mj37t269957ncdeuXKlxo8fr+nTp+v999/XjBkzNGfOHGf55MmTtXz5ci1btkzjxo3TkCFDtG3bNme5u3MDAACgGjG8LD093fnvvLw8o3nz5sbUqVONLVu2GJKMAwcOGIZhGJmZmUZwcLCxZMkSwzAMIzY21mjTpo3zud98843h7+9vJCcnG4ZhGP369TPuu+8+Z/lzzz1ndO7c2TAMw8jKyjIaNGhgzJ8/31nep08f4+GHHzYMwyjx3J5ITU01JBmpqaml+nuUVVZWlrFkyRIjKyurQs4HVDdcY4C5uMZgGBX/OvA0X/N6l4zAwECXbT8/P9WuXVvr1q1T27Zt1bRpU0lSjRo1FBERoa+++kqStG7dOvXq1cv5vC5duiggIEAbN24ssjwyMlJbt27V8ePHtW3bNh09erRQef5juzs3AAAAqg8/b1fA4fDhw3rhhRdks9l0++2369///rfCwsJcYsLDw5WUlOSMv/jii51lPj4+atSokZKSkpSenq60tDSX54eHh0uSkpKSdPjwYdlsNjVq1KjYY7s7d1EyMzOVmZnp3E5LS5MkZWdnV0hXDsc56DYCmINrDDAX1xikin8deHqeSpEwT5gwQbGxsapbt65+/PFHNWrUSCkpKQoODnaJCw4O1oEDBySp2PJjx44pJSXFuZ2/TJKzvFatWvLx8Sn0XHfHdpy7KM8//7ymTp1aaP+qVatUs2bNEv8G5WX16tUVdi6gOuIaA8zFNQap4l4HBSeMKE6lSJgfeeQR9e/fX1988YWuvPJKffjhhwoNDdWOHTtc4tLS0hQaGipJCg0N1YkTJ4osr1+/viS5lDtafENDQ5WWlqZTp04pLy/PmTQXPLa7cxfliSeeUExMjEt88+bN1adPH4WEhJTq71EW2dnZWr16ta699lr5+/ubfj6guuEaA8zFNQap4l8HjvywJJUiYQ4LC1NYWJh69OihU6dO6ZlnntGgQYN06NAhl7jExES1a9fO+Zz85bm5uUpOTlZYWJgCAwNVt25dl/LExETn89LT02UYhpKSkpxdNRITE53dMAoeu+C5ixIQEKCAgIBC+/39/Sv0wq/o8wHVDdcYYC6uMUgV9zrw9BxeHfSXk5OjjIwMl3116tRRenq6evXqpR07dji7QWRmZmrjxo2KjIyUZB+kt3btWufzNm/erOzsbEVERDjL16xZ4yxfu3atLrvsMoWEhKh9+/Zq3LhxoXLHsUs6NwAAAKoPrybM7733nq688kotWrRIv//+u+Li4jRz5kwNGTJEHTt2VPfu3RUVFaVffvlF48ePV8OGDdW3b19J0ogRI/T3339r0qRJ+umnnxQdHa2hQ4c6u2OMGTNG8+bN06JFi7Ru3Tq9/PLLioqKkmSfiWP06NGaPHmyvv32W82ePVvr16/XyJEjJanEcwMAAKD68GqXjFGjRunUqVN67bXXtHXrVjVs2FCPP/64Jk6cKElavHixRo4cqR49euiiiy7SqlWr5Odnr3JoaKhzcZL4+Hhdf/31LguTREZGKj4+Xk899ZROnz6tCRMm6J577nGWT5kyRSdOnFC/fv3UsGFDLVy40KXLhbtzA6h+HDfDMjIk7hYDQPViMwzD8HYlqqK0tDTVqVNHqampFTbo7/PPP9cNN9xA3y+gHCUkSLGx0qpV2Zo//3PddtsN6tPHXxMmSN26ebt2QNXB5xikin8deJqveX3hEgCorOLjpR49pOXLpbw8+768PPt29+7S7NnerR8AoGKQMANAERISpHHjJMOQcnJcy3Jy7PvHjpX+WVwUAFCFkTADQBFiYyVfX/cxvr7SjBkVUx8AgPeQMANAAenp0tKlhVuWC8rJkRYvtscDAKouEmYAKCAt7Uyf5ZLk5dnjAQBVFwkzABQQEiL5ePju6ONjjwcAVF0kzABQQFCQ1L+/VNLU635+0sCB9ngAQNVFwgwARYiJkXJz3cfk5krR0RVTHwCA95AwA0ARIiKkuDjJZivc0uznZ98fF8fiJQBQHZAwA0AxoqKkDRvs3TMcfZp9fOzbGzbYywEAVV8JPfQAoHrr1s3+OHFCWrtWOnRICg72dq0AABWJFmYAAADADRJmAHAjIUEaNEgKD7dvh4fbt1kSGwCqDxJmAChGfLzUo4e0fPmZhUzy8uzb3btLs2d7t34AgIpBwgwARUhIkMaNkwyj8BLZOTn2/WPH0tIMANUBCTMAFCE2VvL1dR/j6yvNmFEx9QEAeA8JcxWRkeH6E0DZpadLS5cWblkuKCdHWrzYHg8AqLpImC2OAUlA+UtLO9NnuSR5efZ4AEDVRcJsYQxIAswREnJmoZKS+PjY4wEAVRcJs0UxIAkwT1CQfTW/gktiF+TnJw0caI8HAFRdJMwWxYAkwFwxMVJurvuY3FwpOrpi6gMA8B4SZgtiQBJgvogIKS5OstkKtzT7+dn3x8XZl80GAFRtJMwWxIAkoGJERUkbNti7Zzj6NPv42Lc3bLCXAwCqvhJ66KEycgxI8iRpZkAScHa6dbM/TpyQ1q6VDh2SgoO9XSsAQEWihdmCGJAEVLzAQNefAIDqg4TZohiQBAAAUDFImC2KAUkAAAAVg4TZwqKipJkzpUaNXPc3aiTNmsWAJAAAgPLAoD8Li4+Xxo+3z7fs739mf3KyfVETm42kGQAA4GzRwmxRrPQHAABQMUiYLYqV/gAAACoGCbMFsdIfAABAxSFhtiBW+gMqXkaG608AQPVBwmxBjpX+PMFKf8DZSUiQBg2SwsPt2+Hh9m3GBwBA9UHCbEGOlf5sNvdxNhsr/QFnIz5e6tFDWr78zF2dvDz7dvfu0uzZ3q0fAKBilHpaubVr1+qrr77Sli1blJycrLS0NIWEhKhBgwa6+OKL1bNnT/Xt29eMuiKfli3tM2G4Yxj2OAClV3AmmvxTNzrGD4wdK3XsyAJBAFDVedTCnJ6ervj4eLVr107PPfec/P39NXToUL388statmyZYmNjdeutt6pmzZp69dVX1bZtW73++us6efKk2fWvthYs8Czuww/NrQdQVTETDQDAwaMW5tjYWKWkpGjp0qVq06ZNofK2bduqe/fuzu09e/bojTfe0LRp0/TCCy+UX20hSTp2TDp0yLPYxER7fP365tYJqEocM9GUNLg2/0w0dH0CgKrLo4T5qaeeKtVBW7ZsqenTp5epQihZYmLp40mYAc+VZSYaEmYAqLo86pLx119/af78+crIyNCkSZN0991366+//jK7bihGkybmxgPVHTPRAADy8+gjYfTo0Vq4cKF69OihwMBAtW/fXrfddpvZdUMx6tc/M8VVSZo0oXUZKC1mogEA5OdRwpySkqIlS5bo77//1qRJk/TII48oMzPT7LrBjUmTyjcOgCtmogGAildZF4nyKGFu0qSJdu3apYSEBEnSmjVrdM4555haMbg3dqw0YoT7mBEjpDFjKqY+QFXDTDQAUHEq+yJRHiXMb775ppo3b67wf36LkydP6j//+Y+pFUPJPvhAiosr3Ee5SRP7/g8+8E69AKsry0w0AICyscIiUR4lzI0aNVJAQIBzu3///mrUqJFplYLnxoyRDh6Utm+3b2/fbt+mZRkou7LMRAMAKL2Ci0Tll5Nj3z92rPdbmku90p8kGYah5cuX64cfftDx48cLlb/66qtnWy94KCHBvsDCqlXS/PlSu3ZSnz7ShAmsPgaUFTPRAEDFcCwSVTBZzs+xSJQ385oyJcxRUVF666231KlTJ9WvX1+2fEPJbSUNK0e5iY+3fyvz9T2zbK/jFsaSJfZuGVFRXq0iYEmOmWg86ZbBTDQAUDZWWiSqTAnzwoULtXjxYt18883lXR94qOAtDEfCLJ35ljZ2rNSxIy3NQFlMmmS/xjyJAwCUnpUWifJwan5XF110EX2YvcxxC8Mdxy0MAKXHTDQAYC4rLRJVpoT5hRde0BNPPKH09PTyrg884LiF4a6/j+R6CwNA6TETDQCYx7FIlF8J/R38/Ly/SFSZEuY6derowIEDql27tnx9fQs9YK6y3MIAUDaOmWj27LFv79nDTDQAUF5iYqTcXPcxublSdHTF1Kc4ZerDPHr0aDVu3FiTJ08uNOgP5nPcwvAkafb2LQygqqhXz/UnAODsRUTY79iNHVu4q6mfnz1Zjovz/nisMiXMO3fu1Pr163X++eeXd33gAcctjOXL3XfL8POzx3nzFgYAAIA7UVH2SQpmzJBWrLDv8/Gx5zDR0d5PlqUydskYPHiwvvrqq/KuC0rBKrcwAAAAStKtm7Ro0ZnpPA8dsm9XhmRZKmMLc//+/XX33Xfr2LFjql27dqHyBx544KwrBvciIqRhw6QFC4qPGT688rzQAAAAShIY6PqzsijzwiWBgYF64403CpXZbDYS5gqQkCB99JH7mAUL7PPIkjQDAACUXZkS5j///LO864FSsspSkkBVkZFx5mf+hYIAAFWfx32YY2NjtWPHDjPrAg8xDzNQcRISpEGD7EtlS/afgwZJGzd6t14AgIrjccJss9k0ZswYtWvXTjExMVq7dq1ySsrYYArmYQYqRny81KOHfUYaxzWXl2ff7t5dmj3bu/UDAFQMjxPm6OhorVmzRps2bVLXrl31zjvv6Pzzz9fQoUP13nvv6ciRI2bWE/lYaSlJwKoSEuxjAAyj8N2cnBz7/rFjaWkGgOqg1NPKhYSEOJPkXbt26aGHHtLvv/+uyMhIXXXVVXruuef0888/m1FX/MNKS0kCVuUYJ+COY5wAAKBqK9M8zM4n+/ioW7duev755/Xzzz/rww8/VEhIiB599FG1adNGY1g71jTMwwyYh3ECAID8ziphLqhFixYaP368VqxYoa1bt6pv377leXjk41hK0mYr3NLs52ffXxmWkgSsiHECAID8ypQwt2jRQiNHjtR7772n/fv3FxlTq1YtDRgw4GzqhhJERUkbNti7Zzj6NDuWktywwV4OoPQYJwAAyK9MCfNrr72mBg0aaNasWWrVqpVatWql++67Tx988IESExPLu45ww7GUpGNq7D//rFxLSQJWxDgBAEB+ZUqY+/fvr5deekmbN29WSkqK5syZo3PPPVczZsxQ8+bNy7uOcMMxR+x559m3zzuPOWKB8hAT41kfZsYJAEDVV6aV/hwSExP11Vdfae3atfr666+VlpamQYMGlVfdUIL4ePu0V76+Z1Yec8wRu2SJvQ8z3TIAAADOTplamMeNG6cLL7xQl112mRYvXqxOnTpp8eLFSk5O1sKFC8u7jigCc8QC5oqN9axLBtPKAUDVV6YW5qVLl8rf31933XWXrrrqKkVERKhevXrlXTe44Zgj1t0tY8ccsfRnBkrHMa1cSTNl5J9Wjn7MAFB1lamF+cCBA/ryyy/VunVrffzxx+rUqZM6d+6shx9+WIsXLy7vOqIA5ogFzMW0cgCA/Mrch9kxO8Y999yjjIwMLV26VK+99ppef/115Za0ogbOSlk+zGn9AjznmFbOk+uMaeUAoOorU8J88uRJffPNN/r666+1fv16fffddwoODlbPnj01a9as8q4jCuDDHDBXUJDUuLF06FDJsWFhfCEFgKquTAlzvXr1FBgYqG7duqlfv3569dVXdfHFF8tms5V3/VAEPswBc6WnS4cPexZ76BB9mAGgvGRknPnpmAGsMihTwrxmzRpdeeWV8q9Mv0k1woc5YK60NPtMM54wDLo9AcDZSkiwT2iwapU0f74UHi716SNNmFA5Ji/waNDfkiVL9MUXXzi3e/ToUWKyvGbNGn344YdnVzsUqSwf5gA8x9LYAFBx4uOlHj3s60g4ups61pXo3l2aPdu79ZM8TJjDw8P11ltvqXXr1nruuef0zTff6MCBAzLyZW2JiYnatGmT/v3vf+uCCy7Qa6+9pmbNmplW8eqMD3PAXCyNDQAVwyrrSniUdnXp0kWLFi3S2rVrderUKU2cOFHnn3++AgMD1bRpUwUEBKhVq1Z6+OGHlZycrP/+979aunSpunfvbnb9qyU+zAHzxcRIJU34k5vL0tgAcDYc60q441hXwptK1Yf5nHPO0fTp053baWlpOnnypGrXrq0QmjErVEyMfflrd/gwB8ouIsK+vPzYsYXfzP387NdXXFzl6FsHAFZkpUWiyrRwiUNISIiaNGlCsuwFjg9zm61wS7Ofn30/H+bA2YmKkjZssN/RcXSD8vGxb2/YYC8HAJSNlRaJKvPCJfC+qCipY0f7bYoVK+z7HB/m0dEky0B56NbN/jhxQlq71j7zTHCwt2sFANZnpXUlSJgtjg9zoGIEBrr+BACcHceYrOXLCw/4y8/Pzx7nzTFZZ9UlA5UHH+YAAMBqrDLAukwJ8/fff6/s7GxlZGSoV69ekqS8vDxdddVVuuyyy/Taa6+VayUBAABQ9VhlTJZHCfOzzz7rsnDJ008/rd27dyswMFDbt2/Xvn375OPjo2+++UafffaZXnzxRdMqDAAAgKrDCgOsPUqY/fz8NGbMGGVnZ0uS2rZtq71790qS2rVrp23btjljw8LCFBAQYEJVAQAAUBV16yYtWmQfiyXZfy5a5P2WZQePBv099thjmjdvnqZNm6bevXsrLy9Pa9euVc2aNVW7dm19/vnnCv5npNnp06eVxlrMAAAAKKXKOibLo4TZx8dHTz/9tO644w4lJCToxIkTOnTokL777jslJSXpm2++0W+//SZJ8vf315NPPmlqpQEAAICK4vG0coMHD1ZMTIzmzZsnHx8fPfzww/rwww+1fv16TZw4UWvXrjWzngAAAIBXeDxLhp+fn0aPHq3169ercePGyszMlCR16NDB2boM78nIcP0JAACA8lGqaeWCg4M1bNgw/fDDD/r00081ZMgQ1a9fXx9//LH+9a9/6fjx46WuwPr163X99derbt266tSpkz7//HNn2ZEjR3TzzTerXr166tmzp3bu3Ony3M2bN6tLly4KDQ3VbbfdptOnT7uUv/nmm2rbtq2aN2+uZ5991qUsNzdXDz30kMLCwnTRRRdp2bJlLuUlnbuySEiQBg2SwsPt2+Hh9u2NG71bL6Cq4UspAFRfpUqYX331VUnSoEGDJEkbN27U1q1bFR0drVOnTimwlD20f/75Zw0aNEiDBw/W5s2bdeONN2rgwIHatWuXJKl///6S7El127Zt1bt3b+dMHUeOHFGfPn3Up08frVmzRrt379a9997rPPbKlSs1fvx4TZ8+Xe+//75mzJihOXPmOMsnT56s5cuXa9myZRo3bpyGDBniMtuHu3NXFvHxUo8e9hVyHMtK5uXZt7t3l2bP9m79gKqAL6UAABkeuO+++4zRo0cbtWvXNkaPHm3UqlXLGD16tFGzZk2jZs2axiWXXOKMcTw89ddffzn/nZmZaQQHBxv//ve/jS1bthiSjAMHDriULVmyxDAMw4iNjTXatGnjfO4333xj+Pv7G8nJyYZhGEa/fv2M++67z1n+3HPPGZ07dzYMwzCysrKMBg0aGPPnz3eW9+nTx3j44YcNwzBKPLcnUlNTDUlGamqqx88pjQ0bDMNmMwzJ/ggKyjKWLFliBAVlOffZbIaRkGDK6YFqIS7Ofh35+bleY35+9v3x8d6uIVB1ZGXZr7GsrCxvVwVeVNGvA0/zNY9amHv37q3IyEgFBgYqMjJSQUFBioyMVI0aNVSvXj1lZ2erS5cuioyMdD481bJlS+e/a9SoofPOO09paWlat26d2rZtq6ZNmzrLIiIi9NVXX0mS1q1b51xlUJK6dOmigIAAbfyn2adgeWRkpLZu3arjx49r27ZtOnr0aKHy/Md2d+7KIDbWvvqNOzabNGNGxdQHqGoSEqRx4+xfP3NyXMtycuz7x46lpRkAqgOPZskYOnSoJGnixIkaOnSo8+fDDz+sXbt26fXXX9dzzz2n559/3hlbFhkZGdq+fbs6dOig7777TmFhYS7l4eHhSkpKkiQdPnxYF198sbPMx8dHjRo1UlJSktLT05WWluby/PB/7qcmJSXp8OHDstlsatSoUbHHdnfuomRmZjoHQkpyzkWdnZ1d7l05MjKkVauk/OvDBAVlu/x0WLFCOnGi8s1nCFR2r78u1a59Jlku6hrz85NmzpSuuMIbNQSqFsdnZWXr/oiKVdGvA0/P4/G0cpL04IMPSpJzgNw111yjwMBAPfLII7rxxhs1YcIEXXLJJWrdunUpq2sXHx+vunXr6sYbb9SqVauci6E4BAcH68CBA5KklJSUIsuPHTumlJQU53b+MknO8lq1asnHx6fQc90d23Huojz//POaOnVqof2rVq1SzZo1S/zdS2v+/KL3v/326kL7mPEPKL1bb7U/CirqGss3VhnAWVq9uvA1huqnol4HBSeMKE6pEuaJEydKkjp37ixJmp8va2vXrp2++OKL0hzORWJiop577jk988wzCgoKUmhoqHbs2OESk5aWptDQUElSaGioTpw4UWR5/fr1Jcml3NHiGxoaqrS0NJ06dUp5eXnOpLngsd2duyhPPPGEYmJiXOKbN2+uPn36KCQkpFR/i5KkpEj5erJIsrd6vf32ao0ada3S0/1dyvbskerVK9cqAFVacrLUpo3rPnfX2M6dUr4bVgDKIDs7W6tXr9a1114rf3//kp+AKqmiXweerk5dqoQ5v8OHDxdqxm7WrJn27NmjO++8Uxs2bPD4WNnZ2RoyZIiuuOIKjRs3TpIUFhamQ44Fxf+RmJiodu3aFVmem5ur5ORkhYWFKTAwUHXr1nUpT0xMdD4vPT1dhmEoKSnJ2VUjMTHR2Q2jpHMXJSAgQAH5+0j8w9/fv9z/ww1DSk8vuiw93b/Qh7lhSLz3AJ6rX1/KzDwz+0x+Ba8xHx97PNcYUD7M+NyE9VTU68DTc3g8rdywYcOcj0OHDqlXr17q1q2b8xEREaHDhw/rrrvu0siRIz2uaF5enkaNGqWUlBS99957sv0zkq1Xr17asWOHsxtEZmamNm7c6BxQGBkZ6bK64ObNm5Wdna2IiAhn+Zo1a5zla9eu1WWXXaaQkBC1b99ejRs3LlTuOHZJ5/a2kJCSB/w52Gz2eACeCwqS+ve391F2x89PGjjQHg8AqLo8Tpgd8yQfPHjQ2dVh3759zsfevXv1ySefqFGjRho1apRHx3Qky+vWrdOiRYuUk5OjpKQkJSUlqWPHjurevbuioqL0yy+/aPz48WrYsKH69u0rSRoxYoT+/vtvTZo0ST/99JOio6M1dOhQZ3eMMWPGaN68eVq0aJHWrVunl19+WVFRUZLOrFo4efJkffvtt5o9e7bWr1/vTPRLOre3BQVJAwbYW7bc8fGxzxfLhzlQejExUm6u+5jcXCk6umLqAwDwHo8T5tDQUN15550677zzJMnZErxhwwZt3rxZf//9twIDAzW7FKtlfPzxx3r33Xd14MABtW/fXmFhYc6HJC1evFg+Pj7q0aOHduzYoVWrVsnvnyaf0NBQrVy5UqtXr1avXr3Upk0bl4VJIiMjFR8fr6eeekp33HGHJkyYoHvuucdZPmXKFA0YMED9+vXTrFmztHDhQpcuF+7OXRnExNi7WrhjGHyYA2UVESHFxdnv0hS89P387Pvj4qRu3bxTPwBAxTmrDDAnJ0dPPfWUMjMztWvXLg0bNszj1mVJGj58uIYPH15seWhoaKElq/O7/PLLtXnz5mLLR44cWWz3EB8fH82YMUMzipmouKRze1tEhDRsmLRgQfExw4fzYQ6cjagoqWNH+3zmK1bY9/n42LtrREdzfQFAdVGqpbGlMy3Lkr1rw/r167V582b9+eefSkpK0pgxY8q1gihaQoL00UfuYxYsYFEF4GwZhn3wn+OOjmMbAFD+MjJcf1YWHifMf/zxh7p166YV/zSzGIah999/3/lYtmyZZs2apQ0bNujrr782rcKwi42VfH3dx/j6stIfcDbi46UePaTly10T5uXLpe7dpVL0QAMAuJGQYB939c/kZQoPt29XloY/j7tkrFq1yvnvc845R7fccovL1HE2m019+/bVk08+qRkzZqhnz57lW1M4padLS5eW3MqVkyMtXmyPZ+AfUDoFl8bOP/OQY/W/sWPtXTbomgEAZRcfb3+/9fU9816bl2dvnFiyxD5e5J95G7zG44T5qquukiQNHjxYn3zyif71r3/p7bffVmBgoG7NtxzWoEGDdPDgwfKvKZzS0jy/JZyXZ48nYQZKJzbWs7gZM0iYAaCsrNI44VHC/Ndff0myd8NYtWqV9uzZI8MwVKNGDc2ZM0dXXXWVjH/uV/r4+GjChAnm1RgKCbEPPPIkafbxYR5moLTS0+2tGp7MRPPpp9zFAYCyio21zzrk7v3WZvN+44RHCXNkZKRsNpsMw1B6eroiIyOdCXJiYqIiIiJUo0YNSVJGRoZatWpVqpX+UDqORRWWLz/z7asofn72OD7IgdJJSys5WXYwDO7iAEBZeNo4kZfn/cYJjxLmP//80/nvkJAQ7d6927l955136uqrr3ZOJ5eenq7Q0NByriYKiomx9092JyeHeZiBsnD3RbQ84gEA1mqcKPW0crfddpvL9q233qq0tDTndo0aNfTxxx+ffc0AwEtSUsyNBwC49lc2I748lXrhkvj4eJft6667Ttddd50k6fjx4zIMQzfddFP51A7Fio0tuR+zj4/3+/wAVtSkibnxAAB7i3Fp4+vXN6cuJSlVC3OrVq2K3H/y5Ek9+uijOvfcc7VkyZLyqBfccPT5KWnQX/4+PwA8V7/+mblAS9KkiffewAEAFaNUCbNjtoz8NmzYoIsuukiHDx/W5s2bi12KGuWnLH1+AJTOpEnlGwcAcNW4sbnx5alUCXP+ZbEdpk+frlmzZum9995TYmKivv3223KrHIpmpT4/gFWNHStddpn7mMsuk8aMqZj6AEBVExRkX03VEz17enc2Io8S5n79+ql///4yDEP9+/d3SYpXrFih66+/Xnl5efrggw80ZswY9enTx7QKQ8rONjcegH0y/R9+cB/zww+VZ9lWALCi6dPLN84sHiXM9957r3PauHvvvVctWrSQJM2dO1cvv/yy/UA+PpozZ46+/fZbrV+/3qTqQjqzcIknWLgEKJvYWPsyre74+toH1gIAyiYiwr40tmRfoCQ/x3Z8vPcnMChVC7PNZtPNN9+sxo0b69VXX9XUqVMLzYjh6+vrXNQE5nAsXFJS0uzjIw0cyIIKQGmlp0tLl5Y8v3JOjn0+dAbWAkDZRUXZ7+oNGnQmt/HxsW8nJNjLva3U08pJ0pdffqkXXnhBmzdv1jnnnFPedYIHYmLsM2W4YxgsXAKURVqaZ0vPS/Y4VvoDgLPTrZv9ceKEtHatdOiQFBzs7Vqd4VHCnJ2d7Ww1zsnJ0XfffacFCxaoYcOG2rlzp0tscnKy/PzKlIejFCIipLg4+8CkgreN/fyk3Fx7ubdvYQBW5Oj25EnSTLcnACg/gYGuPysLjzLbgIAA2Ww2GYahgIAALVmyRD179tSGDRt01113uR7Qz08PPvigKZWFq6goqWNHex/KFSvs+3x87N01oqNJloGycnR7Wr7cfbcMPz97HK3LAFA+MjLO/KxMs3x5lDDn/dPM4uvrq9zcXOf+7t27a+fOnfItaWQMTFPZb2EAVuVJt6fcXLo9AUB5SEiwD7ZetUqaP9++eFSfPtKECZWjAbBU8zAX5cEHH1SHDh30wAMPaPv27eVRJ5RBZb2FAViVo9uTVPzIbbo9AcDZi4+3z8e8fPmZrnB5efbt7t2l2bO9Wz+plAlzUbNfzJw5U++++67q16+vq666So8++mi5VQ4AvMnxllfwrY+JgACgfCQkSOPG2d9XC3aBy8mx7x871vtz3pcqYS6qBdlms+nSSy/V1KlT9euvv6qHp0u2AEAl5ngTd6cyvIkDgJXFxha+i1eQzeb9Oe9LlTCff/75Wrt2bbHl4eHhOu+887Ry5cqzrhgAeJNV3sQBwKocc96XNCNRXp7357z3OGFOSUmRJN1xxx2SpMWLF2vw4MFat26dJGnDhg269NJLdc0112jNmjXlX1MAqCDp6fYBf568iX/6KQuXAEBZlGXOe2/xaJaMffv2qXPnznrwwQdlGIbeeecdDRs2TPXq1dNbb72lRx55RDfddJP+85//yNfXVz/++KPZ9UYB/3yfUUqK1KiRd+sCWF1amuf9lA2DhUsAoCxKO22cN6eZ86iF+ZxzztHPP/+snJwc2Ww27dixQ5dccom2bdumOnXq6PTp00pPT1dUVJRWrFih/fv3m11v/CMuTmrSRGrZ0r7dsqV927EuO4DSs9KbOABYVXa2ufHlyeMuGc2aNdO0adMkSc8995zWrVunl156SY0bN9bPP/+sF154QV9++aUOHTqk5ORk0yqMM0aMsA9KOnTIdf+hQ/bBSLfe6p16AVZnpTdxALCqkJCSx4o42GzeXVW1VIP+8i9a8t///lfNmjXTBRdcIEn64YcfdPfdd2vhwoWqXbt2+dYShcTFSQsWuI/58ENamoGycCyN7QmWxgaAsgkKkgYMKPn91sdHGjTIu13fPPpIyM7O1ksvvaRzzz1XkjRt2jQNGDBAc+bM0caNG3XeeedpwYIFeuyxx7R06VJdcsklplYa0j+N/eUWB+AMx9LYnryJDxxI/2UAKKuYGM8GWHt7VVWPEubMzEzt27dPGzduVF5enkJCQnTllVdqwYIF2rRpk6644gqde+65Gjt2rN5//30dKthHAOXq2LHC3TCKk5hojwdQOjExJQ/8Mwzvv4kDAMznUcJcu3ZtPfXUU8rNzdW5556rBx98UOvWrdPixYs1efJkLVy4UGPHjtXmzZvVqlUrEmaTJSaaGw/AvjT2sGHuY4YPZ2lsADgbsbGSXwlztvn5eX/Oe4+mlZOkZcuWae/evfrmm28kSV26dJGfn58eeOABPfjgg5LsS2f7+flp2bJl5tQWkuyzYJgZD8C+0p8n4wTGjSNpBoCy8HThkpycMwuXeKsLnMcJsyQdP37c+e+MjIwiZ8No0aKFcyAgzFG/vhQe7lm3jCZN7PEASufJJz2Le+op6Z/1mwAApVCWhUsskTAvXLhQy5Yt0yWXXKKTJ0/qmWeeKRRz/Phxffnll+rdu3e5VRKFDR/u2e2JESPMrwtQ1aSnSxs2eBb79dfebfUAAKsq7QxDlplW7t5779XevXv1wgsv6I033tDWrVs1ffp0LV++XE2bNlX79u31xhtvqHHjxmbVF//4/vvyjQNwRlKSufEAAGvxuIW5b9++On36tHx8fHThhRfqwgsv1G233aa9e/fqiy++0F133aWAgAAz64p/0PoFAACsLi2t9PGVvktGixYtit0fFRVVbhVCycrS+uVYOhtAyUp7k4ybagBQeo5Fojzpx+ztRaJK1SUDAKqDoCCpRw/PYnv25A4OAJSFY5EoT6aV8/YiUSTMFkTrF2C+6dPLNw4AUFhMjJSb6z4mN9f7i0SRMFsQrV+A+SIipPh4+79tNtcyx3Z8PHMwA8DZsMoiUSTMFkXrF2C+qCj7AiaDBtn7z0n2n4MG2fczfAMAzk5CgvTRR+5jFiyQNm6smPoUh4TZovK3fhWH1i/g7HXrJi1adGahoEOH7NtcWwBw9mJjJV9f9zG+vt5fGpuE2cIMw/6zuNvFAMpPYKDrTwDA2XEsjZ2T4z4u/9LY3kLCbFEJCdK4cfZ/OxJnB8f22LHev4UBVBUZGa4/AQBnpyxLY3sLCbNFWeUWBmB1jj7M4eH27fBw+zZfRgHg7DjmYfYE8zCj1Kx0CwOwsvh4+4w0y5efaQXJy7Nvd+8uzZ7t3foBgJU55mEuKWn28WEeZpSBlW5hAFbl6PZkGIW/nObk2PfT7QkAzk7v3iXnNHl5UmRkxdSnOCTMFmSlWxiAVcXGehZHtycAKLsvv/SshXnNmoqpT7F18O7pURZWWkoSsKL0dHt3poIDagsyDOmTT+j2BABl4ehi6kkLs7e7mJIwW5RVlpIErKi03Zjo9gQApWelLqYkzBYVESHFxdn/Xdw8zHFxLK4AlEVJA2rPNh4AYK0upiTMFua4XVzcPMwAyiYlxdx4AIC9y2hYmGex4eHMkoEyyL9wSXEYwQ+UTZMm5sYDAOwSEz2LO3jQ3HqUhITZoli4BDBP/fqSv79nsf7+9ngAQOns2mVufHkiYbYgFi4BzJWeLmVnexabnc01BgBl8f335saXJxJmC7LSqFLAipKSzI0HAEgtW5obX55ImC3ISqNKAQAAinL++ebGlycSZguy0trrgBWV9ksmX0oBoPSsNOc9CbNFWWXtdcCKPO2/XNZ4AIC1kDBblFXWXgesyNMZMsoaDwCQGjc2N748kTBbkJXWXgesiBZmAEB+JMwWxCwZgLnowwwA5qMPM0zFLBkAAMDqrJTPkDBbkGOWDD8/93F+fsySAZSFlVo9AMCqrJTPkDBbVEyMlJvrPiY3V4qOrpj6AFUJg/4AoGJYJZ8hYbaoiAgpLk6y2Qp/M/Pzs++Pi5O6dfNO/QArY9AfAFQMRz7jTmXIZ0iYLSwqSpo5U2rUyHV/o0bSrFn2cgClx6A/AKg4hmH/abO57i+47U0kzBYWHy+NHy8lJ7vuT06Wxo2TZs/2Tr0AqwsK8rybRY0ajBMAgLJKSLDnLNKZxNnBsT12rLRxY8XWqyASZotyvMAMQ8rJcS3LybHvrwwvMMCKjh3zvJtFVpY9HgBQerGxkq+v+xhfX2nGjIqpT3FImC0qNtazOG+/wAAr2r3b3HgAwJmF2Ao2/BWUk+P9hdhImC0oPd3+wil466Igw5A++YSV/oDSCg42Nx4AYK2F2EiYLYg5YgFztWhhbjwAgIVLYLKSbl2cbTxQ3QUFSZ06eRbbuTOD/gCgLIKC7NPKeaJ7dxYuQSmlpJgbD8A+ZWN5xgEACjt+3LO41FRTq1EiEmYLatLE3HgA9laP+Hj3MfHx3p9MHwCsKj1d+vlnz2K3bmXQH0qptLckuF0MlE1UlH0Kx8GDz0ygb7PZtxMSWBwIAM5GUpK58eXJr+QQVDZlGfRH0gyUTbdu9seJE9LatdLhw8yKAQDVDS3MFmSlUaVAVREY6PoTAHB2Gjc2N748kTBbUFCQ1L+/5FfC/QE/P2ngQFqXAQBA5RMUJPXo4Vlsz57MkoEyiImRcnPdx+TmStHRFVMfoKrLyHD9CQA4e9Onl2+cWUiYLSoiQoqLsw9AKtjS7Odn3x8Xxwh+4GwlJEiDBp25Fdi4sX1740bv1gsAUHFImC0sKkoaMqTwspJ5edKwYYzgB85WfLx9svzFi133L15s/9I6e7Z36gUAVcWTT3oW99RT5tajJCTMFnbZZdLHHxedMC9YIF1+uXfqBVQFCQnS2LHuY8aMoaUZAMoqPV3asMGz2K+/Zh5mlEFMjPTDD+5jvv9emjixYuoDVDXjxnkWN368ufUAgKrKSvMwkzBblKfL8b7+urn1AKoiK60+BQAwHwmzBR08KGVnexablWWPB+C5vXvNjQcAMA8zTPbLL+bGA9XdiRPmxgMA7PMqh4Z6FtugAfMwo5TCwsyNB6q7Vq3MjQcA2LuzpaR4FnvsWDUf9Hfs2DHNnDlT7du318UXX+xSduTIEd18882qV6+eevbsqZ07d7qUb968WV26dFFoaKhuu+02nT592qX8zTffVNu2bdW8eXM9++yzLmW5ubl66KGHFBYWposuukjLli0r1bm9qW1bc+OB6q5+/dK1etSvb259AKAqSksrPNNXcfLy7PHe4vWE+a+//tLXX39dZFn//v0lSevXr1fbtm3Vu3dvZf/TeffIkSPq06eP+vTpozVr1mj37t269957nc9duXKlxo8fr+nTp+v999/XjBkzNGfOHGf55MmTtXz5ci1btkzjxo3TkCFDtG3bNo/O7W1BQZ63aLVuzdLYQFn861/lGwcAcBUSIvl4mIn6+NjjvcaoJKZMmWJ07tzZub1lyxZDknHgwAHDMAwjMzPTCA4ONpYsWWIYhmHExsYabdq0ccZ/8803hr+/v5GcnGwYhmH069fPuO+++5zlzz33nPP4WVlZRoMGDYz58+c7y/v06WM8/PDDHp3bE6mpqYYkIzU1tVR/B09t2GAY0plHUFCWsWTJEiMoKMtlf0KCKacHqoXLLnN/jV12mbdrCFQdWVn2aywrK8vbVUEF6tHDs3ymZ09zzu9pvub1FubirFu3Tm3btlXTpk0lSTVq1FBERIS++uorZ3mvXr2c8V26dFFAQIA2/rOKQMHyyMhIbd26VcePH9e2bdt09OjRQuX5j+3u3JVBRIR9FTJ34uNZGhsoq4SEkuc6/+EHFi4BgLNhGN6ugWf8vF2B4hw+fFhhBUarhYeHK+mfWasPHz7s0ufZx8dHjRo1UlJSktLT05WWluby/PDwcElSUlKSDh8+LJvNpkaNGhV7bHfnLkpmZqYyMzOd22n/dLTJzs42rSvHPfdIu3dLb70l2Wz2cwQFZSswULrvPnt5JelFAljO669LtWtLOTn27aCgbJefkuTnZ58T/YorvFFDoGpxfFZWlu6PMF9GhrRli2vX0aLeayX7YmwnTkiBgeVbB09fb5U2YU5JSVFwcLDLvuDgYB04cMBt+bFjx5Tyz5DL/OWOfzvKa9WqJZ98HWccz/Xk3EV5/vnnNXXq1EL7V61apZo1a5b4+5ZVRIT94fD226ud//78c9NOC1R5t95qfxSU/xpz4FoDys/q1YWvMVRd8+cXvb+o99q1a8v//AUnjChOpU2YQ0NDtWPHDpd9aWlpCv1n6HpoaKhOFJj81FFe/58h6/nLHS2+oaGhSktL06lTp5SXl+dMmgse2925i/LEE08oJibGJb558+bq06ePQkzopf7mm9KECWe2g4Ky9fbbqzVq1LVKT/d37o+Ntbc0A/BccrLUpo3rvuKuMUnauVPKd8MKQBlkZ2dr9erVuvbaa+Xv71/yE2B5KSlSy5au+9y91+7ZI9WrV751SPNw6o1KmzCHhYXp0KFDLvsSExPVrl27Istzc3OVnJyssLAwBQYGqm7dui7liYmJzuelp6fLMAwlJSU5u2okJiY6u2GUdO6iBAQEKCAgoNB+f39/Uy78yZOLno8wPd3f5QU2ebIUFVXupweqtPr1pczMoqc7KniN+fjY4/l8B8qHWZ+bqHwMo/i5lQu+1zriy/ul4elrrdIO+uvVq5d27Njh7AaRmZmpjRs3KjIyUpJ9kN7afG3zmzdvVnZ2tiL+6Z8QGRmpNWvWOMvXrl2ryy67TCEhIWrfvr0aN25cqNxx7JLO7W3Hjkl//+1Z7NGj9ngAngsK8nzAbPfuTN0IAGUREiLZbJ7F2mzenVbO6wlzSkqKkpKSdPLkSWVnZyspKUlHjx5Vx44d1b17d0VFRemXX37R+PHj1bBhQ/Xt21eSNGLECP3999+aNGmSfvrpJ0VHR2vo0KHO7hhjxozRvHnztGjRIq1bt04vv/yyov5pavXz89Po0aM1efJkffvtt5o9e7bWr1+vkSNHSlKJ5/a23bvNjQcg/f67Z3G//WZuPQCgqgoKkgYMKHkuZh8fadCgar409qBBgxQWFqaXX35Zv/76q8LCwnT55ZdLkhYvXiwfHx/16NFDO3bs0KpVq+TnZ+9FEhoaqpUrV2r16tXq1auX2rRp47IwSWRkpOLj4/XUU0/pjjvu0IQJE3RPvs68U6ZM0YABA9SvXz/NmjVLCxcudOly4e7c3lba2xHc2QJKJz3dfnfGE0eOeHe5VgCwspiYkqeWMwwpOrpi6lMcr2eA7uY2Dg0NLbRkdX6XX365Nm/eXGz5yJEjna3GBfn4+GjGjBmaMWNGmc7tTXXrmhsPVHc//VT6+K5dzakLAFRlERFSXJw0ZkzxMXFx3l9XwustzCg9WpgBc/31l7nxAIAzHC3MBfsze9q/uSKQMFvQP9NMmxYPVHf/9AozLR4AYJeQII0bZ/93wa4Zju2xY72/qioJswU1aWJuPFDdtW7teazNVrp4AMAZsbGSr6/7GF9fqZgetBWGhNmCSjPna40a9ngApXPNNZ7F9eplbj0AoKpKT5eWLpVyctzH5eRIixd7d4A1CbMFpadLHi59rqwsRvADZeHpYFkG1QJA2aSlFb1AVFHy8uzx3kLCbEFJSebGA9Wdo9XDE95u9QAAqwoJKXkOZgcfn2q+cAkAVDZWavUAAKsKCpIaN/YsNiysmi9cgtLz9MVV1niguittK4Y3Wz0AwKrS06XDhz2LPXSIPswopdK+YLhdDAAAKpu0tJJX+XMwDPowo5QSE82NB6q70r4p0yUDAErPSnfzSJgBoABW0wQA8x08aG58eSJhtqCjR82NB6o7T6dtLGs8AED6/ntz48sTCbMFtWljbjxQ3VnpNiEAWFVYmLnx5YmE2YKaNvX8FrC/vz0eAACgMmnZ0tz48kTCbFHnnONZXIsW5tYDqIoY9AcA5rPSNLkkzBaUni799ZdnsX/+ybRyQGkx6A8AzBcUJHXq5Fls584sXIJSYhUywFwM+gOAiuHpGJA6dcytR0lImC0oJESy2TyLtdkYkASUFi3MAGC+9HRp40bPYjdsYKU/lFJQkBQc7FlsSIh3b2EAVkQLMwCYz0p3zEmYLSg93fMXTWoqfZiB0srJMTceAGCtKTxJmC1o715z44HqjuXnAQD5kTBbECv9AebytMtTWeMBANZqACRhtqAGDcyNB6q7Ro3MjQcAWKsBkITZgvgwB8yVnGxuPADAWg2AJMwWxAh+wFwnTpgbDwAo/WrE3ly9mITZgkJCJB8P/+d8fJiHGSitVq3MjQcAlH4WL+ZhRqkEBUkREZ7Fdu/OPMxAadWvX7rVp+rXN7c+AFAVWWlGIhJmizIMb9cAqNrOPbd84wAArurVMze+PJEwW1B6upSQ4Fns+vUsXAKUVnq69PPPnsX+9BPXGACUhZXGi5AwW1BamuctzIbh3aUkASviGgMA8zGtHEzFsr2AubjGAMB8tWubG1+eSJgt6NAhc+OB6i4lxdx4AIAUGGhufHkiYbYgK30jA6zISgNRAMCqSJhhKitN9A1YkZ+fufEAAKlxY3PjyxMJswUFBXm+UELr1szDDJSWv7+58QAAayFhruJsNm/XALCe0s56wSwZAFB6SUnmxpcnEmYLSk+Xdu/2LHbnTuaIBQAAOBskzBa0d6+58UB15+my2GWNBwDQhxkmO3jQ3HiguktONjceAFD6O+DevGNOwmxBAQHmxgPV3cmT5sYDAKQ//zQ3vjyRMFtQu3bmxgPV3XnnmRsPALDWuhIkzBZUv77k6+tZrK+vPR6A50o7FSNTNwJA6TVqZG58eSJhtqD0dCk317PY3FxmyQBKy0pTHQGAVVlpCk8SZgviwxwAAFjd8ePmxpcnEmYLOnzY3HigumNaOQAw34kT5saXJxJmC2LKK8BcXGMAYL7gYHPjyxMJswXR+gWY6+hRc+MBAFJGhrnx5YmE2YJycsyNB6o7Pz9z4wEA0v795saXJxJmCwoMNDceqO5OnTI3HgAg1atnbnx5ImG2IBYuAQAAVnfJJebGlycSZguqX9/zVuPAQBYuAUorNNTceACAPT+pWdOz2Fq1vJvPkDBbVI0ansUFBJhbD6AqqlvX3HgAgN3993sWFxVlbj1KQsJsQceOeb7aTWqqPR6A5xo3NjceAGC3dq1ncWvWmFuPkpAwW1BiornxQHUXFCRddJFnsZ072+MBAKWTni799JNnsVu32uO9hYTZgpo0MTcegGSzebsGAFC17d1rbnx5ImG2oNK2ZtH6BZSOlVo9AMCqrLRIFAmzBf3xh7nxQHWXlGRuPADAWotEkTBb0L595sYD1d3hw+bGAwCstXIxCbMFhYSYGw9Ud7QwA4D5aGGGqaz0AgOsiGnlAMB8tDDDVCTMgLk8XUmzrPEAAKl2bXPjyxMJswVZ6RsZYEUnT5obDwCwVuMECbMFkTAD5uIuDgCYj4QZpkpONjceqO6ys82NBwBYaxIDEmYLslKfH8CKGjY0Nx4AIKWlmRtfnkiYLYilsQFz0YcZAMx3/Li58eWJhNmC6tY1Nx6o7n7+2dx4AID0++/mxpcnEmYLovULMFeLFubGAwCkI0fMjS9PJMwW9MMP5sYD1R0z0QCA+a66ytz48kTCbEE1apgbD1R3deqYGw8AsNYkBiTMFmSzmRsPAABgtj//NDe+PJEwW9CxY+bGA9Vdaqq58QAAa815T8JsQS1bmhsPVHdNm5obDwCQ2rc3N748kTBb0DnnmBsPVHcpKebGAwCko0fNjS9PJMwWZKV5CwErOnHC3HgAgPTLL+bGlycSZgvKyjI3HqjuMjPNjQcASKGh5saXJxJmACjg9Glz4wEAUpMm5saXJxJmC9qzx9x4oLqrWdPceACAdOqUufHliYTZgs4/39x4oLqjSwYAmM9KU3iSMFtQrVrmxgPV3eHD5sYDAKT0dHPjyxMJswXt3m1uPFDd+fqaGw8AkHJyzI0vTyTMFnTwoLnxAAAAZjtwwNz48kTCbEEZGebGA9Ud1xgAmM9K40VImC0oIMDceKC6s9nMjQcAWGvlYhJmC2rUyNx4oLpjaWwAMJ+V5rwnYbagv/4yNx6o7tLSzI0HAEh//GFufHkiYbagY8fMjQequ9q1zY0HAEh795obX55ImC1o3z5z44Hq7tAhc+MBAAz6qzJyc3P10EMPKSwsTBdddJGWLVvm7SpJstZSkoAV7dxpbjwAwFqTGPh579SV3+TJk7V8+XItW7ZMP/74o4YMGaIffvhBHTp08Gq9cnPNjQeqO8YJAID5TpwwN7480cJcjOzsbL3xxhuaNm2arrjiCt1///26+uqr9dZbb3m7ajIMc+OB6s5KI7cBwKqSk82NL08kzMXYtm2bjh49ql69ejn3RUZG6quvvvJirexSU82NB6o7ZskAAPPt329ufHmiS0YxDh8+LJvNpkb5JjEODw9XUlJSkfGZmZnKzNcbPe2fT9Ds7GxlZ2eXa93q1ZOOHnXdFxSU7fKzYHw5VwGo0gIDC+9zd41JXGPA2XJ8Vpb3ZyYqL8OQgoJc97l7rzWM8n+v9fT1ZjMMbtgX5YMPPtD999+vE/k6zCxZskTDhg1zSYwdpkyZoqlTpxZ5nJo1a5paVwAAAJTe6dOndeuttyo1NVUhISHFxtHCXIzQ0FCdOnVKeXl58vGx91xJS0tTaGhokfFPPPGEYmJinNtpaWlq3ry5+vTp4/Y/oKzq1HHdDgrK1ttvr9aoUdcqPd3fpYwuGUDpZGRIjRu77nN3jSUlFd0qDcBz2dnZWr16ta699lr5+/uX/ARY3iefSKNGue5z91779tvS4MHlW4c0D/vUkTAXIywsTIZhKCkpSeHh4ZKkxMREhYWFFRkfEBCggCLmO/H39zflws/OlnJyCu9PT/d3eYH5+Um87wCl4+8vpacXXVbwGpOk4OAKqBRQTZj1uYnKZ/hwacSIosuKeq8dPrz86+Dpa41Bf8Vo3769GjdurDVr1jj3rV27VpGRkV6s1Rme9uGhKxhQNhs2eBaXkGBuPQCgKvN0pVRvr6hKwlwMPz8/jR49WpMnT9a3336r2bNna/369Ro5cqS3q+ZkGPYW5KL4+TGdHHA2IiKk+Hj3MfHxUrduFVMfAKiKPJ1b2ZtzMEt0yXBrypQpOnHihPr166eGDRtq4cKFateunber5cLRguz4YP/3v6UxY7xXH6AqiYqSOnaUZsyQPv/8zP7Bg6XoaJJlACgPhmHv2nbyZOGy2rW9nyxLJMxu+fj4aMaMGZoxY4a3q1Kie++1f6Dfe6+3awJULd262R8nTkhr19oH+NFnGQDKlyMpXrDA/vPtt83ps1xWdMkAAA84ZsFgNgwAMI9jFozyng3jbJEwAwAAAG6QMAMAAABukDADAAAAbpAwAwAAAG6QMAMAAABukDADAAAAbpAwAwAAAG6QMAMAAABukDADAAAAbpAwAwAAAG6QMAMAAABukDADAAAAbvh5uwJVlWEYkqS0tLQKOV92drZOnz6ttLQ0+fv7V8g5geqEawwwF9cYpIp/HTjyNEfeVhwSZpOcOHFCktS8eXMv1wQAAADunDhxQnXq1Cm23GaUlFKjTPLy8pSYmKjg4GDZbDbTz5eWlqbmzZtr//79CgkJMf18QHXDNQaYi2sMUsW/DgzD0IkTJ9SkSRP5+BTfU5kWZpP4+PioWbNmFX7ekJAQ3mgAE3GNAebiGoNUsa8Ddy3LDgz6AwAAANwgYQYAAADcIGGuIgICAvTMM88oICDA21UBqiSuMcBcXGOQKu/rgEF/AAAAgBu0MAMAAABukDADAAAAbpAwAwAAAG6QMFvQ+vXrdf3116tu3brq1KmTPv/8c2dZhw4dZLPZXB4//fSTF2sLWMv48eMLXUOvvvqqJOnIkSO6+eabVa9ePfXs2VM7d+70cm0Ba3n33XcLXV82m01+fvZlIfgMqz4OHTqkm2++WXXr1lXXrl21adMmZ1llfK8lYbaYn3/+WYMGDdLgwYO1efNm3XjjjRo4cKB27dolSUpNTdW8efN0+PBh56N9+/ZerjVgHampqRo7dqzLNXTfffdJkvr37y/J/qW1bdu26t27t7Kzs71ZXcBShg0b5nJtHT58WH369FF0dLQkPsOqk0GDBikgIED/+9//NHz4cPXu3Vt//vmnpMr5XsssGRa0Z88etWzZUpKUlZWlBg0aaMqUKYqJiVFISIhWrVqlrl27ereSgEX169dPV111lR5//HGX/T/++KMuueQSHThwQE2bNnVee++//77zzR1A6SQkJOj222/Xr7/+qlq1avEZVk043k+3bdvm/EI0YMAANW/eXKNGjaqU77W0MFuQI1mWpBo1aui8885TWlqa8vLydPLkSdWvX997lQMsLjU1tchraN26dWrbtq2aNm0qyX7tRURE6KuvvqroKgJVxpNPPqmnn35atWrV4jOsGtm1a5fq1Knjcvfgmmuu0YYNGyrtey0Js8VlZGRo+/bt6tChg9LS0mQYhp588kmdc845uuKKK7Rs2TJvVxGwlNTUVH300Ue64IILdOGFF+qFF15QXl6eDh8+rLCwMJfY8PBwJSUleammgLXt3LlTP/74o4YOHSpJfIZVI/Xr11dqaqoOHTrk3Ofj46N9+/ZV2vdaEmaLi4+PV926dXXjjTcqICBAo0eP1p133qklS5aoS5cuGjRokH744QdvVxOwjMGDB2vYsGH66KOPNH78eE2ZMkWvv/66UlJSFBwc7BIbHBysY8eOeammgLXNmzdP/fr1U+3atSWJz7Bq5NJLL1WdOnU0a9YsZWZm6vPPP9ezzz6rnJycSvte6+fVs+OsJCYm6rnnntMzzzyjoKAgSdJ//vMfZ/kll1yidevW6eOPP9all17qrWoCljJ58mTnvzt16qTff/9dH3zwgXr16qUdO3a4xKalpSk0NLSiqwhUCQkJCbrxxhud20FBQXyGVRN169bVW2+9pXvuuUcvvPCCunfvrkceeUTvvPOOQkNDK+V7LS3MFpWdna0hQ4boiiuu0Lhx44qNu/DCC5WYmFiBNQOqlnbt2ikxMVFhYWEutw8lOfcDKB3DMPTDDz+UOAMGn2FV1+DBg3Xs2DElJyfrq6++Unp6us4555xK+15LwmxBeXl5GjVqlFJSUvTee+/JZrNJsn8DKxj3888/64ILLvBGNQHLyczMVFZWlsu+rVu36oILLnC2MB84cMAZu3HjRkVGRnqjqoClHT58WKmpqWrWrJlzH59h1Y+Pj49zkOfHH3+s4cOHV9r3WrpkWIwjWV63bp1WrlypnJwcZ0f4MWPGqGbNmho1apSaNGmiGTNm6MiRI7rnnnu8XGvAGv7zn/9o3rx5euKJJ9ShQwetXLlS77zzjpYvX66OHTuqe/fuioqK0vPPP6/XXntNDRs2VN++fb1dbcByjh49KkmqWbOmc9/dd9/NZ1g1kZWVpejoaA0YMEDNmjVTbGysMjMzNWLECNWoUaNSvtfSwmwxH3/8sd59910dOHBA7du3V1hYmPMxd+5cNWjQQNHR0briiiu0e/duffXVV16/jQFYxfjx4zV8+HDFxsbq0ksv1RtvvKEFCxY436gXL14sHx8f9ejRQzt27NCqVaucK5QB8JwjYXaMv5HEZ1g1UqNGDV144YV6+OGH1a1bNx09elQbN25UjRo1JFXO91oWLgEAAADcoIUZAAAAcIOEGQAAAHCDhBkAAABwg4QZAAAAcIOEGQAAAHCDhBkAAABwg4QZAAAAcIOEGQAAAHCDhBkAqoBjx47p+++/L5djrVmzRpdffnmpnnPixAlNmzbtrM775JNPirW0AFRGJMwAUAXs3LlTI0eO1E033aQ9e/bommuuUZMmTXTuuec6Hy1atFBwcLAp53/nnXeUmpoqSdqyZYs6deqkNm3aaOXKlS5xW7Zs0U033aRGjRqpbdu2io6O1qlTpyRJf/zxh7744gtT6gcAZ4OEGQCqgC5duuinn37SNddco4yMDEnS4sWL9ddffzkfP//8c6HnvfXWWwoICFC9evWcj1tuuUW7du1y2VevXj2FhYUVeW7DMDRr1iyNHj1akjRx4kQ9/vjjev311zVhwgRn3GeffaaIiAh17txZq1ev1htvvKFt27Zp3rx5kqSoqCi99tpr5f2nAYCz5uftCgAAyoePj49Lgjps2DAFBQU5t3Nzc4t83ujRo/X6669LkoYMGaL7779fvXv3liR99NFHWr16td58881iz7t69Wo1a9ZMbdq0kSRlZmaqU6dOqlu3rvLy8iRJWVlZeuCBBzRp0iQ9+eSTzueuWLFCvr6+kqTevXtr7Nix2rlzp/NYAFAZkDADgMXt379f06dP17hx49SxY0fn/o8++khdunRxbqempqpZs2ZFHuPKK6/U8ePHtX//fm3atEm1a9d2PufUqVPauHGjmjZtqi+//LLQc7/66itdffXVzu1HH31Ul112mbKzs/Xqq69Kkv773//qyJEjeuCBB1ye60iWJclmsykiIkLr1q0jYQZQqZAwA4DFNWvWTNddd51uvfVWjRkzRmPHjpVkbzkOCQlxxuXk5BR6rmOQ3f/+9z9J0s0336zx48erb9++kqT58+drxYoVev/994s9/5YtW3Tbbbc5t/v376+jR48qOztbderUkSRt375dbdu2LbEPdYsWLbRlyxZPfm0AqDAkzABgcTabTQMGDNANN9zgHEC3atUqZ3cId06fPq1atWq57HvjjTecLcm//fab6tev7/YYycnJatGihcu+mjVrumzv379fjRo1KrE+LVu21C+//FJiHABUJBJmAKgiatSoobVr16pJkya68cYbi4179tlndffdd0uyd7moW7eus2zq1Kk6cuSIc7t3794KDw93e96TJ08WOyDQoWnTptq0aVOJv0NYWJjS0tJKjAOAikTCDABVxJEjR3TnnXdq4cKFuuCCC7R69WpdfPHF+vHHH3XNNddoyZIlmjJlirMVWrInzG3atNFdd92lb7/9tthj9+jRQ//5z3+KLKtdu7aSk5PVtm3bYp/ftm1b7dixQydPnnT2jy5KcnKySzcSAKgMmFYOAKqImTNnavjw4S4txiXZt2+fGjVqpHfffVe//PKLmjVrpmeffVa///67fv/9dy1YsECnT5929osuSsOGDbV3716357nxxhtVr149zZw502V/Xl6ejh496tzes2ePGjRo4HH9AaAi0MIMAFXAyZMnFR8fr40bN+r06dMeP2/Tpk2KjY2VJPn5+Wnp0qUaOnSo1q1bp8aNG2v+/PmaP3++OnXqVOwxOnfurH379rk9T1BQkF555RXddtttysjI0ODBg/X333/rpZdeUu3atfXRRx9Jkvbu3VvqVQYBwGy0MANAFfDaa68pMjKyVNOxbdiwQbVq1VKzZs109OhRrVy5UrGxscrLy9PHH3+s2bNnq2HDhlq3bp1Wr16t48ePF3mcnj17auPGjSWeb/DgwVqzZo3+97//6eqrr9b999+v8847T2+//bYz5n//+5969Ojh8e8AABXBZjjmFAIAWNbll1+uuXPnatu2bRozZoxOnTqlOnXqKCUlRfXq1VNqaqqCg4N1+vRp+fr66v3331dmZqZOnDihAQMGqGvXrjr//PPVqVMnXX/99YqIiJDNZtO6deu0fPlybdmyRSkpKdq0aVOhGTDy8vJ0/vnna82aNYVmyyiN9evX65lnntFXX311tn8OAChXJMwAUAVkZ2fL39/fa+f/97//rWPHjmn69OllPsatt96qYcOGqX///uVYMwA4e3TJAIAqwJvJsiTdc889ys7OPqtj1KtXTzfffHM51QgAyg8tzAAAAIAbtDADAAAAbpAwAwAAAG6QMAMAAABukDADAAAAbpAwAwAAAG6QMAMAAABukDADAAAAbpAwAwAAAG78P1FzCiAsAnc3AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>温度，oC</th>\n",
       "      <th>频率，Hz</th>\n",
       "      <th>磁芯损耗，w/m3</th>\n",
       "      <th>励磁波形</th>\n",
       "      <th>0（磁通密度B，T）</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>...</th>\n",
       "      <th>1016</th>\n",
       "      <th>1017</th>\n",
       "      <th>1018</th>\n",
       "      <th>1019</th>\n",
       "      <th>1020</th>\n",
       "      <th>1021</th>\n",
       "      <th>1022</th>\n",
       "      <th>1023</th>\n",
       "      <th>材料类型</th>\n",
       "      <th>0（磁通密度，T）</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9600</th>\n",
       "      <td>25</td>\n",
       "      <td>50020</td>\n",
       "      <td>2525.795337</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.000109</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>0.000207</td>\n",
       "      <td>0.000365</td>\n",
       "      <td>0.000523</td>\n",
       "      <td>0.000681</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001370</td>\n",
       "      <td>-0.001213</td>\n",
       "      <td>-0.001055</td>\n",
       "      <td>-0.000898</td>\n",
       "      <td>-0.000740</td>\n",
       "      <td>-0.000582</td>\n",
       "      <td>-0.000425</td>\n",
       "      <td>-0.000267</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9601</th>\n",
       "      <td>25</td>\n",
       "      <td>50020</td>\n",
       "      <td>4427.524958</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000215</td>\n",
       "      <td>0.000410</td>\n",
       "      <td>0.000605</td>\n",
       "      <td>0.000801</td>\n",
       "      <td>0.000995</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001539</td>\n",
       "      <td>-0.001344</td>\n",
       "      <td>-0.001149</td>\n",
       "      <td>-0.000955</td>\n",
       "      <td>-0.000760</td>\n",
       "      <td>-0.000566</td>\n",
       "      <td>-0.000371</td>\n",
       "      <td>-0.000176</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9602</th>\n",
       "      <td>25</td>\n",
       "      <td>50020</td>\n",
       "      <td>5780.576037</td>\n",
       "      <td>0</td>\n",
       "      <td>0.002607</td>\n",
       "      <td>0.002825</td>\n",
       "      <td>0.003043</td>\n",
       "      <td>0.003260</td>\n",
       "      <td>0.003477</td>\n",
       "      <td>0.003693</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000869</td>\n",
       "      <td>0.001086</td>\n",
       "      <td>0.001304</td>\n",
       "      <td>0.001521</td>\n",
       "      <td>0.001738</td>\n",
       "      <td>0.001955</td>\n",
       "      <td>0.002173</td>\n",
       "      <td>0.002390</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9603</th>\n",
       "      <td>25</td>\n",
       "      <td>50020</td>\n",
       "      <td>10983.412600</td>\n",
       "      <td>0</td>\n",
       "      <td>0.003480</td>\n",
       "      <td>0.003759</td>\n",
       "      <td>0.004038</td>\n",
       "      <td>0.004316</td>\n",
       "      <td>0.004595</td>\n",
       "      <td>0.004873</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001253</td>\n",
       "      <td>0.001531</td>\n",
       "      <td>0.001809</td>\n",
       "      <td>0.002087</td>\n",
       "      <td>0.002365</td>\n",
       "      <td>0.002644</td>\n",
       "      <td>0.002922</td>\n",
       "      <td>0.003201</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9604</th>\n",
       "      <td>25</td>\n",
       "      <td>50020</td>\n",
       "      <td>14526.685680</td>\n",
       "      <td>0</td>\n",
       "      <td>0.004069</td>\n",
       "      <td>0.004381</td>\n",
       "      <td>0.004693</td>\n",
       "      <td>0.005005</td>\n",
       "      <td>0.005317</td>\n",
       "      <td>0.005628</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001570</td>\n",
       "      <td>0.001883</td>\n",
       "      <td>0.002195</td>\n",
       "      <td>0.002507</td>\n",
       "      <td>0.002819</td>\n",
       "      <td>0.003132</td>\n",
       "      <td>0.003444</td>\n",
       "      <td>0.003756</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10475</th>\n",
       "      <td>25</td>\n",
       "      <td>354830</td>\n",
       "      <td>29366.240000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.000420</td>\n",
       "      <td>0.000570</td>\n",
       "      <td>0.000720</td>\n",
       "      <td>0.000880</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001100</td>\n",
       "      <td>-0.000950</td>\n",
       "      <td>-0.000800</td>\n",
       "      <td>-0.000650</td>\n",
       "      <td>-0.000490</td>\n",
       "      <td>-0.000340</td>\n",
       "      <td>-0.000190</td>\n",
       "      <td>-0.000040</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10476</th>\n",
       "      <td>25</td>\n",
       "      <td>99960</td>\n",
       "      <td>6774.100000</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.002630</td>\n",
       "      <td>-0.002460</td>\n",
       "      <td>-0.002290</td>\n",
       "      <td>-0.002120</td>\n",
       "      <td>-0.001950</td>\n",
       "      <td>-0.001780</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004000</td>\n",
       "      <td>-0.003830</td>\n",
       "      <td>-0.003660</td>\n",
       "      <td>-0.003490</td>\n",
       "      <td>-0.003320</td>\n",
       "      <td>-0.003150</td>\n",
       "      <td>-0.002980</td>\n",
       "      <td>-0.002810</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10477</th>\n",
       "      <td>25</td>\n",
       "      <td>158510</td>\n",
       "      <td>1731.490000</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.000580</td>\n",
       "      <td>-0.000500</td>\n",
       "      <td>-0.000410</td>\n",
       "      <td>-0.000320</td>\n",
       "      <td>-0.000240</td>\n",
       "      <td>-0.000150</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001260</td>\n",
       "      <td>-0.001180</td>\n",
       "      <td>-0.001090</td>\n",
       "      <td>-0.001010</td>\n",
       "      <td>-0.000920</td>\n",
       "      <td>-0.000840</td>\n",
       "      <td>-0.000750</td>\n",
       "      <td>-0.000670</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10478</th>\n",
       "      <td>25</td>\n",
       "      <td>316240</td>\n",
       "      <td>44961.690000</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.001380</td>\n",
       "      <td>-0.001190</td>\n",
       "      <td>-0.001000</td>\n",
       "      <td>-0.000800</td>\n",
       "      <td>-0.000610</td>\n",
       "      <td>-0.000420</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002920</td>\n",
       "      <td>-0.002730</td>\n",
       "      <td>-0.002540</td>\n",
       "      <td>-0.002340</td>\n",
       "      <td>-0.002150</td>\n",
       "      <td>-0.001960</td>\n",
       "      <td>-0.001770</td>\n",
       "      <td>-0.001570</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10479</th>\n",
       "      <td>25</td>\n",
       "      <td>70840</td>\n",
       "      <td>132026.410000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.006320</td>\n",
       "      <td>0.007000</td>\n",
       "      <td>0.007690</td>\n",
       "      <td>0.008370</td>\n",
       "      <td>0.009050</td>\n",
       "      <td>0.009730</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000860</td>\n",
       "      <td>0.001540</td>\n",
       "      <td>0.002230</td>\n",
       "      <td>0.002910</td>\n",
       "      <td>0.003590</td>\n",
       "      <td>0.004270</td>\n",
       "      <td>0.004950</td>\n",
       "      <td>0.005640</td>\n",
       "      <td>材料4</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>659 rows × 1030 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       温度，oC   频率，Hz      磁芯损耗，w/m3  励磁波形  0（磁通密度B，T）         1         2  \\\n",
       "9600      25   50020    2525.795337     0   -0.000109  0.000049  0.000207   \n",
       "9601      25   50020    4427.524958     0    0.000020  0.000215  0.000410   \n",
       "9602      25   50020    5780.576037     0    0.002607  0.002825  0.003043   \n",
       "9603      25   50020   10983.412600     0    0.003480  0.003759  0.004038   \n",
       "9604      25   50020   14526.685680     0    0.004069  0.004381  0.004693   \n",
       "...      ...     ...            ...   ...         ...       ...       ...   \n",
       "10475     25  354830   29366.240000     0    0.000120  0.000270  0.000420   \n",
       "10476     25   99960    6774.100000     0   -0.002630 -0.002460 -0.002290   \n",
       "10477     25  158510    1731.490000     0   -0.000580 -0.000500 -0.000410   \n",
       "10478     25  316240   44961.690000     0   -0.001380 -0.001190 -0.001000   \n",
       "10479     25   70840  132026.410000     0    0.006320  0.007000  0.007690   \n",
       "\n",
       "              3         4         5  ...      1016      1017      1018  \\\n",
       "9600   0.000365  0.000523  0.000681  ... -0.001370 -0.001213 -0.001055   \n",
       "9601   0.000605  0.000801  0.000995  ... -0.001539 -0.001344 -0.001149   \n",
       "9602   0.003260  0.003477  0.003693  ...  0.000869  0.001086  0.001304   \n",
       "9603   0.004316  0.004595  0.004873  ...  0.001253  0.001531  0.001809   \n",
       "9604   0.005005  0.005317  0.005628  ...  0.001570  0.001883  0.002195   \n",
       "...         ...       ...       ...  ...       ...       ...       ...   \n",
       "10475  0.000570  0.000720  0.000880  ... -0.001100 -0.000950 -0.000800   \n",
       "10476 -0.002120 -0.001950 -0.001780  ... -0.004000 -0.003830 -0.003660   \n",
       "10477 -0.000320 -0.000240 -0.000150  ... -0.001260 -0.001180 -0.001090   \n",
       "10478 -0.000800 -0.000610 -0.000420  ... -0.002920 -0.002730 -0.002540   \n",
       "10479  0.008370  0.009050  0.009730  ...  0.000860  0.001540  0.002230   \n",
       "\n",
       "           1019      1020      1021      1022      1023  材料类型  0（磁通密度，T）  \n",
       "9600  -0.000898 -0.000740 -0.000582 -0.000425 -0.000267   材料4        NaN  \n",
       "9601  -0.000955 -0.000760 -0.000566 -0.000371 -0.000176   材料4        NaN  \n",
       "9602   0.001521  0.001738  0.001955  0.002173  0.002390   材料4        NaN  \n",
       "9603   0.002087  0.002365  0.002644  0.002922  0.003201   材料4        NaN  \n",
       "9604   0.002507  0.002819  0.003132  0.003444  0.003756   材料4        NaN  \n",
       "...         ...       ...       ...       ...       ...   ...        ...  \n",
       "10475 -0.000650 -0.000490 -0.000340 -0.000190 -0.000040   材料4        NaN  \n",
       "10476 -0.003490 -0.003320 -0.003150 -0.002980 -0.002810   材料4        NaN  \n",
       "10477 -0.001010 -0.000920 -0.000840 -0.000750 -0.000670   材料4        NaN  \n",
       "10478 -0.002340 -0.002150 -0.001960 -0.001770 -0.001570   材料4        NaN  \n",
       "10479  0.002910  0.003590  0.004270  0.004950  0.005640   材料4        NaN  \n",
       "\n",
       "[659 rows x 1030 columns]"
      ]
     },
     "execution_count": 272,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "check_data_distribution(all_materials_data, optimum_conditions, tolerance=150)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5dc58c6-efb3-4925-a862-60d2179b7287",
   "metadata": {},
   "source": [
    "解释:这个图说明数据分布极其不均匀!每个温度下的损失都变化差异特别大,但是相对而言九十度的时候最好了."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d6da188e-641c-49ef-9f06-0dcc1e06adad",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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